{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 5: Multi Assets Algorithmic Trading Backtesting with Backtrader\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  26 of 26 completed\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">Adj Close</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>SPY</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>88.961205</td>\n",
       "      <td>43.777542</td>\n",
       "      <td>25.734077</td>\n",
       "      <td>17.919868</td>\n",
       "      <td>6.894205</td>\n",
       "      <td>9.124897</td>\n",
       "      <td>24.336538</td>\n",
       "      <td>44.059078</td>\n",
       "      <td>18.013268</td>\n",
       "      <td>13.058506</td>\n",
       "      <td>...</td>\n",
       "      <td>2631700.0</td>\n",
       "      <td>1579100.0</td>\n",
       "      <td>920400.0</td>\n",
       "      <td>118944600.0</td>\n",
       "      <td>29136600.0</td>\n",
       "      <td>4589100.0</td>\n",
       "      <td>7182800.0</td>\n",
       "      <td>3630600.0</td>\n",
       "      <td>16176648.0</td>\n",
       "      <td>3974600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>90.011581</td>\n",
       "      <td>45.211330</td>\n",
       "      <td>25.557480</td>\n",
       "      <td>17.640200</td>\n",
       "      <td>6.800767</td>\n",
       "      <td>9.055768</td>\n",
       "      <td>24.379652</td>\n",
       "      <td>43.894047</td>\n",
       "      <td>18.088831</td>\n",
       "      <td>12.993702</td>\n",
       "      <td>...</td>\n",
       "      <td>2299300.0</td>\n",
       "      <td>1131000.0</td>\n",
       "      <td>831400.0</td>\n",
       "      <td>111579900.0</td>\n",
       "      <td>35234500.0</td>\n",
       "      <td>4760100.0</td>\n",
       "      <td>3221900.0</td>\n",
       "      <td>12121100.0</td>\n",
       "      <td>23722957.0</td>\n",
       "      <td>5605500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>91.423241</td>\n",
       "      <td>46.582798</td>\n",
       "      <td>25.645777</td>\n",
       "      <td>17.633213</td>\n",
       "      <td>6.752012</td>\n",
       "      <td>8.967788</td>\n",
       "      <td>24.106611</td>\n",
       "      <td>43.776157</td>\n",
       "      <td>17.920538</td>\n",
       "      <td>12.950496</td>\n",
       "      <td>...</td>\n",
       "      <td>3565000.0</td>\n",
       "      <td>832400.0</td>\n",
       "      <td>1334400.0</td>\n",
       "      <td>116074400.0</td>\n",
       "      <td>37894600.0</td>\n",
       "      <td>7217400.0</td>\n",
       "      <td>3065000.0</td>\n",
       "      <td>5598300.0</td>\n",
       "      <td>37506464.0</td>\n",
       "      <td>12615200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>90.036774</td>\n",
       "      <td>48.468555</td>\n",
       "      <td>26.060776</td>\n",
       "      <td>17.647194</td>\n",
       "      <td>6.894205</td>\n",
       "      <td>9.055768</td>\n",
       "      <td>23.740156</td>\n",
       "      <td>44.090527</td>\n",
       "      <td>17.927410</td>\n",
       "      <td>13.044104</td>\n",
       "      <td>...</td>\n",
       "      <td>2455700.0</td>\n",
       "      <td>1284100.0</td>\n",
       "      <td>1394900.0</td>\n",
       "      <td>131091100.0</td>\n",
       "      <td>33600300.0</td>\n",
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       "      <td>2638300.0</td>\n",
       "      <td>5196100.0</td>\n",
       "      <td>25508242.0</td>\n",
       "      <td>24716800.0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>89.566223</td>\n",
       "      <td>48.001007</td>\n",
       "      <td>26.122578</td>\n",
       "      <td>17.353540</td>\n",
       "      <td>6.873890</td>\n",
       "      <td>8.948935</td>\n",
       "      <td>23.589268</td>\n",
       "      <td>45.292999</td>\n",
       "      <td>18.061350</td>\n",
       "      <td>13.087312</td>\n",
       "      <td>...</td>\n",
       "      <td>2404300.0</td>\n",
       "      <td>1281100.0</td>\n",
       "      <td>702900.0</td>\n",
       "      <td>126402800.0</td>\n",
       "      <td>27633400.0</td>\n",
       "      <td>6512800.0</td>\n",
       "      <td>3162200.0</td>\n",
       "      <td>4104000.0</td>\n",
       "      <td>20658308.0</td>\n",
       "      <td>6903000.0</td>\n",
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      ],
      "text/plain": [
       "            Adj Close                                                       \\\n",
       "                  APA         BA        BAX        BMY     CMCSA       CNP   \n",
       "Date                                                                         \n",
       "2010-01-04  88.961205  43.777542  25.734077  17.919868  6.894205  9.124897   \n",
       "2010-01-05  90.011581  45.211330  25.557480  17.640200  6.800767  9.055768   \n",
       "2010-01-06  91.423241  46.582798  25.645777  17.633213  6.752012  8.967788   \n",
       "2010-01-07  90.036774  48.468555  26.060776  17.647194  6.894205  9.055768   \n",
       "2010-01-08  89.566223  48.001007  26.122578  17.353540  6.873890  8.948935   \n",
       "\n",
       "                                                        ...     Volume  \\\n",
       "                  CPB         DE        HPQ        JCI  ...       PCAR   \n",
       "Date                                                    ...              \n",
       "2010-01-04  24.336538  44.059078  18.013268  13.058506  ...  2631700.0   \n",
       "2010-01-05  24.379652  43.894047  18.088831  12.993702  ...  2299300.0   \n",
       "2010-01-06  24.106611  43.776157  17.920538  12.950496  ...  3565000.0   \n",
       "2010-01-07  23.740156  44.090527  17.927410  13.044104  ...  2455700.0   \n",
       "2010-01-08  23.589268  45.292999  18.061350  13.087312  ...  2404300.0   \n",
       "\n",
       "                                                                       \\\n",
       "                  PSA        SEE          SPY           T         TGT   \n",
       "Date                                                                    \n",
       "2010-01-04  1579100.0   920400.0  118944600.0  29136600.0   4589100.0   \n",
       "2010-01-05  1131000.0   831400.0  111579900.0  35234500.0   4760100.0   \n",
       "2010-01-06   832400.0  1334400.0  116074400.0  37894600.0   7217400.0   \n",
       "2010-01-07  1284100.0  1394900.0  131091100.0  33600300.0  12531000.0   \n",
       "2010-01-08  1281100.0   702900.0  126402800.0  27633400.0   6512800.0   \n",
       "\n",
       "                                                           \n",
       "                  TMO         TXT          VZ        ZION  \n",
       "Date                                                       \n",
       "2010-01-04  7182800.0   3630600.0  16176648.0   3974600.0  \n",
       "2010-01-05  3221900.0  12121100.0  23722957.0   5605500.0  \n",
       "2010-01-06  3065000.0   5598300.0  37506464.0  12615200.0  \n",
       "2010-01-07  2638300.0   5196100.0  25508242.0  24716800.0  \n",
       "2010-01-08  3162200.0   4104000.0  20658308.0   6903000.0  \n",
       "\n",
       "[5 rows x 156 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import yfinance as yf\n",
    "import backtrader as bt\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Date range\n",
    "start = '2010-01-01'\n",
    "end = '2020-12-31'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA','SPY']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "prices = yf.download(assets, start=start, end=end)\n",
    "display(prices.head())\n",
    "prices = prices.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>CMCSA</th>\n",
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       "      <th>HPQ</th>\n",
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       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>88.961205</td>\n",
       "      <td>43.777542</td>\n",
       "      <td>25.734077</td>\n",
       "      <td>17.919868</td>\n",
       "      <td>6.894205</td>\n",
       "      <td>9.124897</td>\n",
       "      <td>24.336538</td>\n",
       "      <td>44.059078</td>\n",
       "      <td>18.013268</td>\n",
       "      <td>13.058506</td>\n",
       "      <td>...</td>\n",
       "      <td>2631700.0</td>\n",
       "      <td>1579100.0</td>\n",
       "      <td>920400.0</td>\n",
       "      <td>118944600.0</td>\n",
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       "      <td>4589100.0</td>\n",
       "      <td>7182800.0</td>\n",
       "      <td>3630600.0</td>\n",
       "      <td>16176648.0</td>\n",
       "      <td>3974600.0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>90.011581</td>\n",
       "      <td>45.211330</td>\n",
       "      <td>25.557480</td>\n",
       "      <td>17.640200</td>\n",
       "      <td>6.800767</td>\n",
       "      <td>9.055768</td>\n",
       "      <td>24.379652</td>\n",
       "      <td>43.894047</td>\n",
       "      <td>18.088831</td>\n",
       "      <td>12.993702</td>\n",
       "      <td>...</td>\n",
       "      <td>2299300.0</td>\n",
       "      <td>1131000.0</td>\n",
       "      <td>831400.0</td>\n",
       "      <td>111579900.0</td>\n",
       "      <td>35234500.0</td>\n",
       "      <td>4760100.0</td>\n",
       "      <td>3221900.0</td>\n",
       "      <td>12121100.0</td>\n",
       "      <td>23722957.0</td>\n",
       "      <td>5605500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>91.423241</td>\n",
       "      <td>46.582798</td>\n",
       "      <td>25.645777</td>\n",
       "      <td>17.633213</td>\n",
       "      <td>6.752012</td>\n",
       "      <td>8.967788</td>\n",
       "      <td>24.106611</td>\n",
       "      <td>43.776157</td>\n",
       "      <td>17.920538</td>\n",
       "      <td>12.950496</td>\n",
       "      <td>...</td>\n",
       "      <td>3565000.0</td>\n",
       "      <td>832400.0</td>\n",
       "      <td>1334400.0</td>\n",
       "      <td>116074400.0</td>\n",
       "      <td>37894600.0</td>\n",
       "      <td>7217400.0</td>\n",
       "      <td>3065000.0</td>\n",
       "      <td>5598300.0</td>\n",
       "      <td>37506464.0</td>\n",
       "      <td>12615200.0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>90.036774</td>\n",
       "      <td>48.468555</td>\n",
       "      <td>26.060776</td>\n",
       "      <td>17.647194</td>\n",
       "      <td>6.894205</td>\n",
       "      <td>9.055768</td>\n",
       "      <td>23.740156</td>\n",
       "      <td>44.090527</td>\n",
       "      <td>17.927410</td>\n",
       "      <td>13.044104</td>\n",
       "      <td>...</td>\n",
       "      <td>2455700.0</td>\n",
       "      <td>1284100.0</td>\n",
       "      <td>1394900.0</td>\n",
       "      <td>131091100.0</td>\n",
       "      <td>33600300.0</td>\n",
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       "      <td>5196100.0</td>\n",
       "      <td>25508242.0</td>\n",
       "      <td>24716800.0</td>\n",
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       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>89.566223</td>\n",
       "      <td>48.001007</td>\n",
       "      <td>26.122578</td>\n",
       "      <td>17.353540</td>\n",
       "      <td>6.873890</td>\n",
       "      <td>8.948935</td>\n",
       "      <td>23.589268</td>\n",
       "      <td>45.292999</td>\n",
       "      <td>18.061350</td>\n",
       "      <td>13.087312</td>\n",
       "      <td>...</td>\n",
       "      <td>2404300.0</td>\n",
       "      <td>1281100.0</td>\n",
       "      <td>702900.0</td>\n",
       "      <td>126402800.0</td>\n",
       "      <td>27633400.0</td>\n",
       "      <td>6512800.0</td>\n",
       "      <td>3162200.0</td>\n",
       "      <td>4104000.0</td>\n",
       "      <td>20658308.0</td>\n",
       "      <td>6903000.0</td>\n",
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       "</table>\n",
       "<p>5 rows × 156 columns</p>\n",
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      ],
      "text/plain": [
       "            Adj Close                                                       \\\n",
       "                  APA         BA        BAX        BMY     CMCSA       CNP   \n",
       "Date                                                                         \n",
       "2010-01-04  88.961205  43.777542  25.734077  17.919868  6.894205  9.124897   \n",
       "2010-01-05  90.011581  45.211330  25.557480  17.640200  6.800767  9.055768   \n",
       "2010-01-06  91.423241  46.582798  25.645777  17.633213  6.752012  8.967788   \n",
       "2010-01-07  90.036774  48.468555  26.060776  17.647194  6.894205  9.055768   \n",
       "2010-01-08  89.566223  48.001007  26.122578  17.353540  6.873890  8.948935   \n",
       "\n",
       "                                                        ...     Volume  \\\n",
       "                  CPB         DE        HPQ        JCI  ...       PCAR   \n",
       "Date                                                    ...              \n",
       "2010-01-04  24.336538  44.059078  18.013268  13.058506  ...  2631700.0   \n",
       "2010-01-05  24.379652  43.894047  18.088831  12.993702  ...  2299300.0   \n",
       "2010-01-06  24.106611  43.776157  17.920538  12.950496  ...  3565000.0   \n",
       "2010-01-07  23.740156  44.090527  17.927410  13.044104  ...  2455700.0   \n",
       "2010-01-08  23.589268  45.292999  18.061350  13.087312  ...  2404300.0   \n",
       "\n",
       "                                                                       \\\n",
       "                  PSA        SEE          SPY           T         TGT   \n",
       "Date                                                                    \n",
       "2010-01-04  1579100.0   920400.0  118944600.0  29136600.0   4589100.0   \n",
       "2010-01-05  1131000.0   831400.0  111579900.0  35234500.0   4760100.0   \n",
       "2010-01-06   832400.0  1334400.0  116074400.0  37894600.0   7217400.0   \n",
       "2010-01-07  1284100.0  1394900.0  131091100.0  33600300.0  12531000.0   \n",
       "2010-01-08  1281100.0   702900.0  126402800.0  27633400.0   6512800.0   \n",
       "\n",
       "                                                           \n",
       "                  TMO         TXT          VZ        ZION  \n",
       "Date                                                       \n",
       "2010-01-04  7182800.0   3630600.0  16176648.0   3974600.0  \n",
       "2010-01-05  3221900.0  12121100.0  23722957.0   5605500.0  \n",
       "2010-01-06  3065000.0   5598300.0  37506464.0  12615200.0  \n",
       "2010-01-07  2638300.0   5196100.0  25508242.0  24716800.0  \n",
       "2010-01-08  3162200.0   4104000.0  20658308.0   6903000.0  \n",
       "\n",
       "[5 rows x 156 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Showing data\n",
    "############################################################\n",
    "\n",
    "display(prices.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Building the Backtest Function with Backtrader\n",
    "\n",
    "### 2.1 Defining Backtest Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "############################################################\n",
    "# Defining the backtest function \n",
    "############################################################\n",
    "\n",
    "def backtest(datas, strategy, start, end, plot=False, **kwargs):\n",
    "    cerebro = bt.Cerebro()\n",
    "\n",
    "    # Here we add transaction costs and other broker costs\n",
    "    cerebro.broker.setcash(1000000.0)\n",
    "    cerebro.broker.setcommission(commission=0.005) # Commission 0.5%\n",
    "    cerebro.broker.set_slippage_perc(0.005, # Slippage 0.5%\n",
    "                                     slip_open=True,\n",
    "                                     slip_limit=True,\n",
    "                                     slip_match=True,\n",
    "                                     slip_out=False)\n",
    "    for data in datas:\n",
    "        cerebro.adddata(data)\n",
    "\n",
    "    # Here we add the indicators that we are going to store\n",
    "    cerebro.addanalyzer(bt.analyzers.SharpeRatio, riskfreerate=0.0)\n",
    "    cerebro.addanalyzer(bt.analyzers.Returns)\n",
    "    cerebro.addanalyzer(bt.analyzers.DrawDown)\n",
    "    cerebro.addstrategy(strategy, **kwargs)\n",
    "    cerebro.addobserver(bt.observers.Value)\n",
    "    cerebro.addobserver(bt.observers.DrawDown)\n",
    "    results = cerebro.run(stdstats=False)\n",
    "    if plot:\n",
    "        cerebro.plot(iplot=False, start=start, end=end)\n",
    "    return (results[0].analyzers.drawdown.get_analysis()['max']['drawdown'],\n",
    "            results[0].analyzers.returns.get_analysis()['rnorm100'],\n",
    "            results[0].analyzers.sharperatio.get_analysis()['sharperatio'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Building Data Feeds for Backtesting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>113.330002</td>\n",
       "      <td>113.389999</td>\n",
       "      <td>111.510002</td>\n",
       "      <td>112.370003</td>\n",
       "      <td>118944600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>113.629997</td>\n",
       "      <td>113.680000</td>\n",
       "      <td>112.849998</td>\n",
       "      <td>113.260002</td>\n",
       "      <td>111579900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>113.709999</td>\n",
       "      <td>113.989998</td>\n",
       "      <td>113.430000</td>\n",
       "      <td>113.519997</td>\n",
       "      <td>116074400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>114.190002</td>\n",
       "      <td>114.330002</td>\n",
       "      <td>113.180000</td>\n",
       "      <td>113.500000</td>\n",
       "      <td>131091100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>114.570000</td>\n",
       "      <td>114.620003</td>\n",
       "      <td>113.660004</td>\n",
       "      <td>113.889999</td>\n",
       "      <td>126402800.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Close        High         Low        Open       Volume\n",
       "Date                                                                   \n",
       "2010-01-04  113.330002  113.389999  111.510002  112.370003  118944600.0\n",
       "2010-01-05  113.629997  113.680000  112.849998  113.260002  111579900.0\n",
       "2010-01-06  113.709999  113.989998  113.430000  113.519997  116074400.0\n",
       "2010-01-07  114.190002  114.330002  113.180000  113.500000  131091100.0\n",
       "2010-01-08  114.570000  114.620003  113.660004  113.889999  126402800.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Create objects that contain the prices of assets\n",
    "############################################################\n",
    "\n",
    "# Creating Assets bt.feeds\n",
    "assets_prices = []\n",
    "for i in assets:\n",
    "    if i != 'SPY':\n",
    "        prices_ = prices.drop(columns='Adj Close').loc[:, (slice(None), i)].dropna()\n",
    "        prices_.columns = ['Close', 'High', 'Low', 'Open', 'Volume']\n",
    "        assets_prices.append(bt.feeds.PandasData(dataname=prices_, plot=False))\n",
    "\n",
    "# Creating Benchmark bt.feeds        \n",
    "prices_ = prices.drop(columns='Adj Close').loc[:, (slice(None), 'SPY')].dropna()\n",
    "prices_.columns = ['Close', 'High', 'Low', 'Open', 'Volume']\n",
    "benchmark = bt.feeds.PandasData(dataname=prices_, plot=False)\n",
    "\n",
    "display(prices_.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Building Strategies with Backtrader\n",
    "\n",
    "### 3.1 Buy and Hold SPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "############################################################\n",
    "# Building the Buy and Hold strategy\n",
    "############################################################\n",
    "\n",
    "class BuyAndHold(bt.Strategy):\n",
    "\n",
    "    def __init__(self):\n",
    "        self.counter = 0\n",
    "\n",
    "    def next(self):\n",
    "        if self.counter >= 1004:\n",
    "            if self.getposition(self.data).size == 0:\n",
    "                self.order_target_percent(self.data, target=0.99)\n",
    "        self.counter += 1 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have an error related to 'warnings' modules when you try to plot, you must modify the 'locator.py' file from backtrader library following the instructions in this __[link](https://community.backtrader.com/topic/981/importerror-cannot-import-name-min_per_hour-when-trying-to-plot/8)__."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Run the backtest for the selected period\n",
    "############################################################\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (10, 6) # (w, h)\n",
    "plt.plot() # We need to do this to avoid errors in inline plot\n",
    "\n",
    "start = 1004\n",
    "end = prices.shape[0] - 1\n",
    "\n",
    "dd, cagr, sharpe = backtest([benchmark],\n",
    "                            BuyAndHold,\n",
    "                            start=start,\n",
    "                            end=end,\n",
    "                            plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max Drawdown: 34.10%\n",
      "CAGR: 6.53%\n",
      "Sharpe: 0.679\n"
     ]
    }
   ],
   "source": [
    "############################################################\n",
    "# Show Buy and Hold Strategy Stats \n",
    "############################################################\n",
    "\n",
    "print(f\"Max Drawdown: {dd:.2f}%\")\n",
    "print(f\"CAGR: {cagr:.2f}%\")\n",
    "print(f\"Sharpe: {sharpe:.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Rebalancing Quarterly using Riskfolio-Lib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>1.1807%</td>\n",
       "      <td>3.2752%</td>\n",
       "      <td>-0.6862%</td>\n",
       "      <td>-1.5607%</td>\n",
       "      <td>-1.3553%</td>\n",
       "      <td>-0.7576%</td>\n",
       "      <td>0.1772%</td>\n",
       "      <td>-0.3746%</td>\n",
       "      <td>0.4195%</td>\n",
       "      <td>-0.4963%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.2579%</td>\n",
       "      <td>1.8028%</td>\n",
       "      <td>0.8237%</td>\n",
       "      <td>-1.0445%</td>\n",
       "      <td>-0.4898%</td>\n",
       "      <td>0.3708%</td>\n",
       "      <td>0.3369%</td>\n",
       "      <td>-1.8909%</td>\n",
       "      <td>0.1802%</td>\n",
       "      <td>3.5259%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>1.5683%</td>\n",
       "      <td>3.0335%</td>\n",
       "      <td>0.3455%</td>\n",
       "      <td>-0.0396%</td>\n",
       "      <td>-0.7169%</td>\n",
       "      <td>-0.9715%</td>\n",
       "      <td>-1.1200%</td>\n",
       "      <td>-0.2686%</td>\n",
       "      <td>-0.9304%</td>\n",
       "      <td>-0.3325%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.1635%</td>\n",
       "      <td>1.3148%</td>\n",
       "      <td>-0.6066%</td>\n",
       "      <td>-1.9275%</td>\n",
       "      <td>-1.4632%</td>\n",
       "      <td>1.9085%</td>\n",
       "      <td>0.9441%</td>\n",
       "      <td>3.4797%</td>\n",
       "      <td>-2.8754%</td>\n",
       "      <td>8.6956%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>-1.5165%</td>\n",
       "      <td>4.0482%</td>\n",
       "      <td>1.6182%</td>\n",
       "      <td>0.0793%</td>\n",
       "      <td>2.1059%</td>\n",
       "      <td>0.9811%</td>\n",
       "      <td>-1.5201%</td>\n",
       "      <td>0.7181%</td>\n",
       "      <td>0.0383%</td>\n",
       "      <td>0.7228%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.2427%</td>\n",
       "      <td>1.3242%</td>\n",
       "      <td>-0.1369%</td>\n",
       "      <td>1.0295%</td>\n",
       "      <td>-1.1228%</td>\n",
       "      <td>1.2283%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.4490%</td>\n",
       "      <td>-0.5952%</td>\n",
       "      <td>11.2000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>-0.5226%</td>\n",
       "      <td>-0.9646%</td>\n",
       "      <td>0.2371%</td>\n",
       "      <td>-1.6640%</td>\n",
       "      <td>-0.2947%</td>\n",
       "      <td>-1.1797%</td>\n",
       "      <td>-0.6356%</td>\n",
       "      <td>2.7273%</td>\n",
       "      <td>0.7471%</td>\n",
       "      <td>0.3312%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.5298%</td>\n",
       "      <td>0.1307%</td>\n",
       "      <td>-1.8207%</td>\n",
       "      <td>0.4169%</td>\n",
       "      <td>-0.7326%</td>\n",
       "      <td>-0.3978%</td>\n",
       "      <td>1.6836%</td>\n",
       "      <td>0.9410%</td>\n",
       "      <td>0.0631%</td>\n",
       "      <td>-1.6187%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-11</th>\n",
       "      <td>0.3002%</td>\n",
       "      <td>-1.1851%</td>\n",
       "      <td>-0.5746%</td>\n",
       "      <td>1.0475%</td>\n",
       "      <td>-0.6501%</td>\n",
       "      <td>0.7022%</td>\n",
       "      <td>0.3046%</td>\n",
       "      <td>4.0257%</td>\n",
       "      <td>-0.3043%</td>\n",
       "      <td>2.5860%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2650%</td>\n",
       "      <td>1.6445%</td>\n",
       "      <td>0.6859%</td>\n",
       "      <td>-0.0461%</td>\n",
       "      <td>-0.4797%</td>\n",
       "      <td>0.2197%</td>\n",
       "      <td>1.1856%</td>\n",
       "      <td>5.3484%</td>\n",
       "      <td>0.4094%</td>\n",
       "      <td>0.6094%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                        \n",
       "2010-01-05  1.1807%  3.2752% -0.6862% -1.5607% -1.3553% -0.7576%  0.1772%   \n",
       "2010-01-06  1.5683%  3.0335%  0.3455% -0.0396% -0.7169% -0.9715% -1.1200%   \n",
       "2010-01-07 -1.5165%  4.0482%  1.6182%  0.0793%  2.1059%  0.9811% -1.5201%   \n",
       "2010-01-08 -0.5226% -0.9646%  0.2371% -1.6640% -0.2947% -1.1797% -0.6356%   \n",
       "2010-01-11  0.3002% -1.1851% -0.5746%  1.0475% -0.6501%  0.7022%  0.3046%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI    PCAR      PSA      SEE  \\\n",
       "Date                                   ...                                      \n",
       "2010-01-05 -0.3746%  0.4195% -0.4963%  ... -0.2579% 1.8028%  0.8237% -1.0445%   \n",
       "2010-01-06 -0.2686% -0.9304% -0.3325%  ... -1.1635% 1.3148% -0.6066% -1.9275%   \n",
       "2010-01-07  0.7181%  0.0383%  0.7228%  ... -1.2427% 1.3242% -0.1369%  1.0295%   \n",
       "2010-01-08  2.7273%  0.7471%  0.3312%  ... -0.5298% 0.1307% -1.8207%  0.4169%   \n",
       "2010-01-11  4.0257% -0.3043%  2.5860%  ...  1.2650% 1.6445%  0.6859% -0.0461%   \n",
       "\n",
       "                  T      TGT     TMO      TXT       VZ     ZION  \n",
       "Date                                                             \n",
       "2010-01-05 -0.4898%  0.3708% 0.3369% -1.8909%  0.1802%  3.5259%  \n",
       "2010-01-06 -1.4632%  1.9085% 0.9441%  3.4797% -2.8754%  8.6956%  \n",
       "2010-01-07 -1.1228%  1.2283% 0.0000%  4.4490% -0.5952% 11.2000%  \n",
       "2010-01-08 -0.7326% -0.3978% 1.6836%  0.9410%  0.0631% -1.6187%  \n",
       "2010-01-11 -0.4797%  0.2197% 1.1856%  5.3484%  0.4094%  0.6094%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Calculate assets returns\n",
    "############################################################\n",
    "\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "data = prices.loc[:, ('Adj Close', slice(None))]\n",
    "data.columns = assets\n",
    "data = data.drop(columns=['SPY']).dropna()\n",
    "returns = data.pct_change().dropna()\n",
    "display(returns.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "############################################################\n",
    "# Selecting Dates for Rebalancing\n",
    "############################################################\n",
    "\n",
    "# Selecting last day of month of available data\n",
    "index = returns.groupby([returns.index.year, returns.index.month]).tail(1).index\n",
    "index_2 = returns.index\n",
    "\n",
    "# Quarterly Dates\n",
    "index = [x for x in index if float(x.month) % 3.0 == 0 ] \n",
    "\n",
    "# Dates where the strategy will be backtested\n",
    "index_ = [index_2.get_loc(x) for x in index if index_2.get_loc(x) > 1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disabled</th>\n",
       "      <th>Type</th>\n",
       "      <th>Set</th>\n",
       "      <th>Position</th>\n",
       "      <th>Sign</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Type Relative</th>\n",
       "      <th>Relative Set</th>\n",
       "      <th>Relative</th>\n",
       "      <th>Factor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>All Assets</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>10.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>All Classes</td>\n",
       "      <td>Industry</td>\n",
       "      <td></td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>20.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>All Classes</td>\n",
       "      <td>Industry</td>\n",
       "      <td></td>\n",
       "      <td>&gt;=</td>\n",
       "      <td>3.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Disabled         Type       Set Position Sign   Weight Type Relative  \\\n",
       "0     False   All Assets                      <= 10.0000%                 \n",
       "1     False  All Classes  Industry            <= 20.0000%                 \n",
       "2     False  All Classes  Industry            >=  3.0000%                 \n",
       "\n",
       "  Relative Set Relative Factor  \n",
       "0                               \n",
       "1                               \n",
       "2                               "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Building Constraints\n",
    "############################################################\n",
    "\n",
    "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n",
    "                            'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n",
    "                            'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n",
    "                 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n",
    "                              'Consumer Discretionary', 'Consumer Staples',\n",
    "                              'Consumer Staples','Energy','Financials',\n",
    "                              'Financials','Financials','Financials',\n",
    "                              'Health Care','Health Care','Industrials','Industrials',\n",
    "                              'Industrials','Health care','Industrials',\n",
    "                              'Information Technology','Information Technology',\n",
    "                              'Materials','Telecommunications Services','Utilities',\n",
    "                              'Utilities','Telecommunications Services','Financials']}\n",
    "\n",
    "asset_classes = pd.DataFrame(asset_classes)\n",
    "asset_classes = asset_classes.sort_values(by=['Assets'])\n",
    "\n",
    "constraints = {'Disabled': [False, False, False],\n",
    "               'Type': ['All Assets', 'All Classes', 'All Classes'],\n",
    "               'Set': ['', 'Industry', 'Industry'],\n",
    "               'Position': ['', '', ''],\n",
    "               'Sign': ['<=', '<=', '>='],\n",
    "               'Weight': [0.10, 0.20, 0.03],\n",
    "               'Type Relative': ['', '', ''],\n",
    "               'Relative Set': ['', '', ''],\n",
    "               'Relative': ['', '', ''],\n",
    "               'Factor': ['', '', '']}\n",
    "\n",
    "constraints = pd.DataFrame(constraints)\n",
    "\n",
    "display(constraints)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "############################################################\n",
    "# Building constraint matrixes for Riskfolio Lib\n",
    "############################################################\n",
    "\n",
    "import riskfolio.ConstraintsFunctions as cf\n",
    "\n",
    "A, B = cf.assets_constraints(constraints, asset_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 7s, sys: 9.76 s, total: 1min 16s\n",
      "Wall time: 34.5 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "############################################################\n",
    "# Building a loop that estimate optimal portfolios on\n",
    "# rebalancing dates\n",
    "############################################################\n",
    "\n",
    "import riskfolio.Portfolio as pf\n",
    "\n",
    "models = {}\n",
    "\n",
    "# rms = ['MV', 'MAD', 'MSV', 'FLPM', 'SLPM',\n",
    "#        'CVaR', 'WR', 'MDD', 'ADD', 'CDaR']\n",
    "\n",
    "rms = ['MV', 'CVaR', 'WR', 'CDaR']\n",
    "\n",
    "for j in rms:\n",
    "    \n",
    "    weights = pd.DataFrame([])\n",
    "\n",
    "    for i in index_:\n",
    "        Y = returns.iloc[i-1000:i,:] # taking last 4 years (250 trading days per year)\n",
    "\n",
    "        # Building the portfolio object\n",
    "        port = pf.Portfolio(returns=Y)\n",
    "        \n",
    "        # Add portfolio constraints\n",
    "        port.ainequality = A\n",
    "        port.binequality = B\n",
    "        \n",
    "        # Calculating optimum portfolio\n",
    "\n",
    "        # Select method and estimate input parameters:\n",
    "\n",
    "        method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "        method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "        port.assets_stats(method_mu=method_mu, method_cov=method_cov, d=0.94)\n",
    "        \n",
    "        # Estimate optimal portfolio:\n",
    "        \n",
    "        port.solvers = ['MOSEK']\n",
    "        port.alpha = 0.05\n",
    "        model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "        rm = j # Risk measure used, this time will be variance\n",
    "        obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "        hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "        rf = 0 # Risk free rate\n",
    "        l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "        w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "        if w is None:\n",
    "            w = weights.tail(1).T\n",
    "        weights = pd.concat([weights, w.T], axis = 0)\n",
    "    \n",
    "    models[j] = weights.copy()\n",
    "    models[j].index = index_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "############################################################\n",
    "# Building the Asset Allocation Class\n",
    "############################################################\n",
    "\n",
    "class AssetAllocation(bt.Strategy):\n",
    "\n",
    "    def __init__(self):\n",
    "\n",
    "        j = 0\n",
    "        for i in assets:\n",
    "            setattr(self, i, self.datas[j])\n",
    "            j += 1\n",
    "        \n",
    "        self.counter = 0\n",
    "        \n",
    "    def next(self):\n",
    "        if self.counter in weights.index.tolist():\n",
    "            for i in assets:\n",
    "                w = weights.loc[self.counter, i]\n",
    "                self.order_target_percent(getattr(self, i), target=w)\n",
    "        self.counter += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Backtesting Mean Variance Strategy\n",
    "############################################################\n",
    "\n",
    "assets = returns.columns.tolist()\n",
    "weights = models['MV']\n",
    "\n",
    "dd, cagr, sharpe = backtest(assets_prices,\n",
    "                            AssetAllocation,\n",
    "                            start=start,\n",
    "                            end=end,\n",
    "                            plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max Drawdown: 32.80%\n",
      "CAGR: 5.68%\n",
      "Sharpe: 0.701\n"
     ]
    }
   ],
   "source": [
    "############################################################\n",
    "# Show Mean Variance Strategy Stats \n",
    "############################################################\n",
    "\n",
    "print(f\"Max Drawdown: {dd:.2f}%\")\n",
    "print(f\"CAGR: {cagr:.2f}%\")\n",
    "print(f\"Sharpe: {sharpe:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Plotting the composition of the last MV portfolio\n",
    "############################################################\n",
    "\n",
    "import riskfolio.PlotFunctions as plf\n",
    "\n",
    "w = pd.DataFrame(models['MV'].iloc[-1,:])\n",
    "\n",
    "ax = plf.plot_pie(w=w, title='Sharpe Mean Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                  height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weights</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consumer Discretionary</th>\n",
       "      <td>18.2678%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer Staples</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Energy</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financials</th>\n",
       "      <td>11.6791%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrials</th>\n",
       "      <td>10.3566%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Information Technology</th>\n",
       "      <td>17.6965%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Materials</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Telecommunications Services</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             weights\n",
       "Industry                            \n",
       "Consumer Discretionary      18.2678%\n",
       "Consumer Staples             3.0000%\n",
       "Energy                       3.0000%\n",
       "Financials                  11.6791%\n",
       "Health Care                 10.0000%\n",
       "Health care                 10.0000%\n",
       "Industrials                 10.3566%\n",
       "Information Technology      17.6965%\n",
       "Materials                    3.0000%\n",
       "Telecommunications Services 10.0000%\n",
       "Utilities                    3.0000%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Composition per Industry\n",
    "############################################################\n",
    "\n",
    "w_classes = pd.concat([asset_classes.set_index('Assets'), w], axis=1)\n",
    "w_classes = w_classes.groupby(['Industry']).sum()\n",
    "w_classes.columns = ['weights']\n",
    "display(w_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WLl3KhAkTePvtt419L774Ivvuu6+x/scff/Dbb7/x008/8dZbb3HNNdcY+yorK/nkk0/o16+fse3KK69k2bJlrFy5EsBIjq+99lruvPNOFi9eXCthBpg9ezapqamkpqZyxhlnGJ09AC644AJjnyTMQgghRNdS9ecW0g4+F2dxaYPHlS/6le29ZuHcm03eHc9Q9OKH5N3/onunT3ODXh90u4HjZgv6pPmGG27giy++AKCiooKxY8eitW63abQjIiJISEiotX3UqFEUFhYC7pkFvR0vSktL+eabbzjppJOMY7ds2WJMcNKvXz927NiBdy70p59+mksvvRSTqfrWh4S468211mitGTp0KE6nkw0bNvD4448zY8YMnnvuuQbv0zvvvMOZZ55prL/55ptMmzaNO+64A5fL1cArhRBCCNHZ5N39X2x/badq9cYGj6v4qXbHC0tyvHvB6i44CD1wFNYBvds8xq4m6JPmc889lzfeeANwT119/PHHo5Rqt2m063PyySdz9dVXM3r0aFatWsXxxx8PwKOPPsq1117rN6HJ6NGjSU1NxWazsW7dOtLT0ykoKKCgoIBly5ZxzDHH1Dr/Aw88wD777ENJSQn9+vUjOzub9evXc8011/DDDz/wzjvv8Ndff9UZ2/r164mNjaV///4AHH/88fz1118sXbqUXbt2sXDhwia9RyGEEEJ0Ds58d4tkU1REg8fZd+7FFB2JdfjA6o2enEVZLVj69qDX2/PrfrHwE/RJ83777Ud6ejr5+fm8/fbbnHPOOYB7Gu1p06Zx2GGHtWga7ZkzZ7Jjxw527Wp8LnWASy+9lE8++YQNGzZw7LHH8uSTT5Kdnc3vv/9uTI/tNXLkSM4880wOPfRQnnrqKUaNGkVycjIPPfQQN910U53nv+2229iyZQs9e/ZkwYIFJCQk0Lt3b8aOHWtM7lJfgv/WW2/59YSOj4/HbDZjNps5/fTTWb16dZPeoxBCCCE6B2e+e+4ObW949mf71l2ETRxDj//ejgp3T/bmLCxG2+zo8kpizj4Oc2Jce4fbJQR90gxw2mmn8cwzz1BaWsrQoUONabSXLl3Kd999R2xsbL3TaAOsWbMGwG8669TUVNauXcuRRx7ZpBi01iQnJwOQkpJCfn4+f/75Jzk5ORxxxBE8/vjjvPnmm3z55ZcAXH755SxdupTrr7+eMWPGYDab2bJlCw8++CBHHHEEGRkZnHbaaYC7zhnciX5kZCQRERGEhoYyePBg0tLSjPcwdOjQWnG5XC4++eQTv3pmbxkJuB8WHD58eJPeoxBCCCGCn6usAmeGe0ISV0VV/cdVVmHbvIuQMfsQOnY4g3f/SMiYYbgKS3B6ps42xUUHJOauoFO0nJs3bx4DBgwwJgKJi4trt2m0i4uLOemkk9i0aRMbN27kqKOO4p577mH+/PmceuqphIWFYTKZePvtt+nduzeHHHII4J4JMD09nWOPPRaAww47DIfDQWJiIv/9738B+Oyzz4zrDB06lPfffx9w121v3LgRl8tFZGQk8+bNA+Cpp57irLPOwm63M3v2bMaPH2/cD2/JRWpqKmPHjiUuLs4496OPPsqPP/6IxWJh+PDhPPTQQ63+GQghhBAiOOTe/ISxrCvrT5orVvwOTidhB4w0tpmTE3CkZxlJtzk+pv0C7WJUzRFaXwceeKB+7LHHjKmpRftLTU2V+x1gcs8DT+55YMn9Diy534HXne65drnYMehwdLn7W+qU5+8g+pTDah9XZWN73zkADN6zGBViBaDg6YXk3/cCsZfMpejFDxmw4TMsPWoPPjZEKbVGa31gK99Kp9MpyjOEEEIIIQRU/fE3uryShNsvAUDXU55R/NaXxrI3YQaw9u/lPs/6fzDFxzQ7YW4KpdRrSqlspdSGevb/Wyn1h+e/DUopp1IqwbNvp1JqvWdfUD2UJUmzEEIIIUQnUbHUnUdGHDoZaKA8o55KAhXheRgwMxdTbLvVMy8Ajqhvp9b6Ua31OK31OOD/gKVa63yfQ2Z59gfVaLYkzUIIIYQQnYDWmqKXPyLsoNHGiLGrvqTZYq5zswoPA8CRmYs5Nqq94lwG5Dd6oNsZQKeYilCSZiGEEEKITqDypz9w5hQQdfKhRvs4XWWr81hXkXumwOSn/89vu8mTNOvyyg7vnKGUisA9Iv2xz2YNfK+UWqOUurhjIqtbg90zysrKKC0tJTU1NUDhCLnfgSf3PPDkngeW3O/AkvsdeN3intsd9DvzHgA22kqwLV9OH6uF3X9uYscND6BNitKjpxiHx27YRLTVwtpeEeBzb6y7MvH2DMurqmBLy+5bUo1645e01rWnZ27cscDKGqUZU7XWe5VSKcAPSqm/PSPXHa7BpDkyMpKoqKhu80RqMOhOTwAHC7nngSf3PLDkfgeW3O/A6w733L5rL7s9y5MvmoeyWNgz4RPC0vKwffMLAH32FNJz4cPkXPUgJZ+vAIu51n2x79jDbtytcHsMG8yYlt233DaqNz6dGqUZWuu9nj+zlVKfAhOAoEiapTxDCCGEECKI2XdnYNu4FYDkJ/6NsrjHPEP2GYhtwz/GceU//EzlL39S8v63AMSed2Ktc3nLOoB2q2luCqVULDAD+NxnW6RSKtq7DBwG1NmBoyN0islNhBBCCCG6q90HnGoshx442lg2RYYZy5aBvXHs3EvV2k3GtsQHrq51LhVR/Zr26p6hlHoXmIm7jCMduAuwAmitX/AcdiLwvda6zOelPYBPlVLgzlHf0Vp/2y5BtoAkzUIIIYTo8sqXribnxsew9Ekh5dnbsPbt0dEhNUnlH38by6EHjCRkSD9jXUWGG8uRh02l6KUPjf7MvT58Ak/y6cf7ICC03xTaWuszmnDMAtyt6Xy3bQfGtktQbUDKM4QQQgjRpdnTs8g45TocO/dQufJ38u54pqNDarK9x7tHi6NOPYK+377oN1GJbwIc6pkq274tDaiexKQmZbWA1T1maurA8ozOSJJmIYQQQnRpu/c/BYDYy08n+syjqfj5D3Q9k38EG+ug3gAk1VFqgc9IctiEMX67TElx9Z4z8ohp7gWbo9XxdSeSNAshhBCiWwgZPpDQMcNw5RXhzMjp6HCaxFVSTtQph2Kuq5TCJ/G39Enx22WKjqz3nEn3XUn4zIOImDOxzeLsDiRpFkIIIUSX5SotN5bDDz6QkDHDAKha/099LwkazoJiHOlZWAf3q3O/drkAiL3idJRSWAf3NfbVVc/sZenTg94fPoE5Kb5tA+7iJGkWQgghRJdR9u0K9px4DdruLj1w5hQAkPzMrVj79iB01FAAbBu3dViMTVX4/PvgctU/IuxyjzQrkzudS7jj0kCF1i1J9wwhhBBCdAnOwhIyz3ZPG23bvJPQ0UNx5rqTZu+oqikqAhURhrOopMPibKqKFWsJ3X8EYeNH1rk/fNr+AETMmQSAKcZTkmGV9K49yEizEEIIIboEb8IMkD7rPFxlFUbSbEmuLkVQEWHo8oqAx9dcjrRMQvYdVO/+sANGMTgzlfCp7uTZnBgHQMQhkwIRXrcjSbMQQgghugTvrHleFSvXGuUZZp9uEqaIcFzllYEMrUkqfl7HjsFH4MjOp3LVBpyZuVga6SetzGZjOWTkEHq9/xg9X76nvUPtliRpFkIIIUSnl3PjY7hKyoi/4VxjmzMzj4qf/gClMKckGttVRBi6LDBJc8bZ/0fWZfc26dji1z7BVVLG3mOuYM9RlwEQefjUJl9LKUXE7Imo0JAWxSoaJkmzEEIIITqdvHtfYMeIYyl6+SOwOyh+43MAzD2T6PnuowDk3PAopR//gCkx1j2ph4cpIgxXgMozyr9dQelHPzTpWG9ib9+RbmwLHTu8XeISzSeV4kIIIYTodAqfWQhA7q1P0aNfdY/i8OkH+E01DWDymW4aQEWEo4OwPMOZk++3HnXq4R0UiaiLjDQLIYQQolPRLhcqLATr0P4AhKRlAzA4Y0mthBmoVa5gigjDVRZ8DwI6MnONXsvh08eT8sytHRyR8CVJsxBCCCE6lao1m9CVNuKvP4e4685xb7SYUZbqL9BDD6hu06bCQv1eb4oMD0j3DFdFVbOOd2bmETp2OAPWf0rPt+Yb/ZdFcJDyDCGEEEK0uapN27AO6F2rNKItlH66CBUaQuQR04g6OZxdu3YxbPY0v2N6f/QkZT/8RPbF92CqkTSriLCAdM9w+fSC1naHX111TVprHFm5RPSciqVnUrvHJppPkmYhhBBCtKmKlb+z94SrCZs2HmW1kHjXZcZMfK2lnU5Kv1hCxCGTMEW7J/MoPuMQomfO9DvOFBVB6H77ABBx2BT/fQGqaXaVlPktmxNi6z+2uBRdXikJcxCTpFkIIYQQbUa7XOQ/8BIAlSvWApC+5DcGZy9DKdXq8xc88SbOrDyiTjms0WNDhvSn/+r3sfTv5bddBah7hq6yG8uuotJ6k2btdJJ13u0AhIxumw8Xou1JsYwQQggh2oQjM5ftPWZQuWoD8Tedj4oIM/bZt6c38MqmcZWWU/Cft4g6cQ6RRx/cpNdYB/SulaybIsLB4UTb7PW8qm3oquqaZldxab3HVf7yJxXL3R8wvLP7ieAjSbMQQggh0FqjXa5WncO2eaexHHfVmfT+5D+YkxMAcOUXNft8FSvWkn7IhVRt2gZA+eJfwWYn5l8ntGrU2pvMt3dds+9Is7OBpNmbUMecf5LfDH8iuEjSLIQQQgjSDj6XjNP/7bfNtm032u5o8jmcue4pq/v99DamsFDCDhhFr3cf8dvXHLl3PkvVus0UvfABzuJSit/+H6aEWMImjG72uXyZIt1Jc3t30NBVNmPZVVxW73HO/GIA4q44vV3jEa0jSbMQQgjRDWmtyb31KfbOvR5dZcP+9w4qlvxG0Rufk3PDoziy80mbNI+9J11L5dpNjZ/P7qDo1U8AMKckGNvNSXEA5D34MhW//tnk+CpW/o5t/T8AVP3xN3tPuJqKJb8RfdoRfq3lWkJFuDt6tPtIs823prmk3uOcBe5R+IYeFBQdT5JmIYQQohuy/bmFopc/oiJ1FeVLVxnbc298jOI3v2DXqOMBqPxlHXsOvwRnQXGD5yt44g2qVm0AwBQTZWw3JcYBYP97B3uPucLYrrWm+M0v/DpMeDmLS8m99T8ARJ18KPYd6UYCHX/9uc1/szWYvOUZ+UVsS55OwZNvtvqcddGVviPNDZRn5BeD1YJqh/Z8ou1I0iyEEEJ0Q1UbthrLZf9b1ujxlb+sa3B/xc/V+33rjWv2SN6WPJ1tydPZOewocm54lNw7nsFZWEKlJ+F27M1m55AjsW3aTvTpRxK63z5G8hl76amY46Ibf3ON8Can9j1ZABS9/FGrz1kXbatOmn0T6JqcBUWY42PapLuIaD/Sck4IIYTohipWrHEnjw4nJe9+DUCv9x7DMrA3rpIyqtZtJvrUI3DsySJt8rwGa5JdFVXYt+wEIOXFu5p0fVeRe+TVsSeb/PtfpPiNz+n5ziPk3f60cUzo+BFGL2YAS6/k5r7NOoWOHgYmExWpqwH3qHd78E2U66oN33PclZgT4gCNSUozgp4kzUIIIUQ3VLHyDyKPnIarqJTyH34mau5hRMyZaOwPG7cvAJa+PQBw5hTWeR7tdLJj0OHgdJJw56VEn3RIs+JwFZVS/MbnAGSeeZOxPWTMMCKPnoHt7+3GNt/4WsOcEIulXw9snkQfVzslzT41zXUlzZWe0fmwyWMxx8e0Swyi7Uh5hhBCdENVm7axLXk6lb+t7+hQRAfQLhfOnHwsfXqQ/J9b6PXJf0h59rY6jzWFhYJSFL/5ea0H58qX/EbFyt/B6QQgZMSQJl2/b+rrxghy1e9/GdvDZ08k7KDR9E19nX6LX8OSkuB3zpDhg5r1PhuiwkKpWr3RvdJeI80+3TNw1N+FpPLndSiLtJoLdjLSLIQQ3UzZj7+QeYa7tdieoy8n5fk7iG7C7GqdndYatEaZOud4kX17OtrhwL47k4g5E/3qX7XWuPIKMSfFN+lcrsIScDgxJydgSXH/1xBzzyQce7Ip/XwxMWccBUDlmo1knHqD33Fh++/b6LVDRg4mdNRQBm3/lpx/P0bxgs9RURH0X/Emlj49ah1vSY4n+qxjmpyQN5VfrXUr+1PXp/jNLwBQoSE49mRTuXYTYeNHAu4Rel/eyU1E8Oqcf3MIIYRosdybHvdbL3z+/Q6KJDC0zY52OMi79Sm295rVbvWr7S1txrmkTT2bzDP+Td6tT7HnqMtw5LjrjAseW8DOEcdR/OYXTXp/3vpkc3LTkuyeC+4HwJGehSMzF2dRCXuOuNTvmL5LF2D2dMqoKXre0cayd7IT3+WUp26pM2H2SnnyZuIuPqVJsTaV8kua2+d3wr4tzX2tiDBKP/mRPYdfYkwg4yr0b0GX/NQt7RKDaDuSNAshRDdi25aGIy3Tb5tu5161HW3XQaez56jLKXrlY3C5cGblUb74V+zpWR0dWpNpp9PvobKiVz6mctUGil/7BEdmLgWPvAZAzg2PUvrhd42ez5GRC9DoCLNX6OhhABQ88hq7xpyIMzO31jENnSvlP7eQ8pL7AUHfB/viLjuNngvnE3nszCbF0ZZUeHXS3B4fpLznDJs8FmWt/mJ/94TTKV74FY7sfL/jY848GhHcpDxDCCG6CVdpOWmTzgQg/ubzKXjYnWjpBmotOztnfhHOvdk492Yb20q/SCXvtqdQUREM3tF4gtmRtNbu0cp6OpFV/LwOZ43kq2rdFqJPPaLu89ns5N75LBWp7r7M1n0GNi0QqwXMZqN2OW3aObUOaaz7Q9i4EQDEnHNc9WuiI4k8bGrTYmhjvklze4w0e/syRx45jaIXPzS2O3ZlkHPtfEI8H0RSXrwL66A+bX590fZkpFkIIbqJvSdfayzHXXkmcde5E5/Wzq4WzLxfjwNY9xkAQP69zwOgS8tx1DFi2lFcpeVU/OI/Y17xG5+TNnkexa9/BkDfH18hdOxwY3/lyt+NulkvZ2H9k5CUfrqI4lc/cd+XEGuTR5qVUv5JZl3HNFIrbh3UhyE5y4mYNaFJ12xv/v2j2yFp9kyNbYqPdX/oqMG2wT1ZS+SR0wnbf0SbX1+0PUmahRCim6ha6+5SEH36kZjCQkn4vwuJPuuYBmcq6+zs6dWlKAk3XUDYQaP9OhpUersnBIGsC+9i77FX4NhTXTZSseJ3AGOk0jp8IFFzD0dFhBN91jHGcbEXnkz0ae7RZWduYb3XqPIkagC9P/5P8wJsoITBW3rRmfjWNLdHiZIzvxBwt7dTVmudx4RNG4+pkQ8jInhI0iyEEF2cqaScvPtfNNYt/XsB7tFDc3wsrqLSTvtwXGPsf+8EIOH2S4g85mAS77uS0HH7kvzkzajQEMoX/dKxAXq4KqqMWMoX/+beVlJG2eeLjWPCJo/FFBZK3CVzGbT9GyIOmQxAxGFTSHroWlKevY2IQybhyius9zr2XXsJGTGYQTu+I3zSfs2KUZdV1Lsv6ugZzTpXMFBh7ZusOj0PaZqT4oyyloT/u4iIw6YYx8T4fPARwU+SZiGE6OIiF6+h8Km33ctHTSf+mrOMfab4aHSVDV1R1VHhtTlts1O1aRvFb/+PgifeIHzGgcRfcxbKbCbsgFH0/eFlYs46hqgTZlPyztc4fOqdO0rl6g3Vy2s3AZB3z/N+x/iODCuzmcijptN/7Yf0Wviwsd2cFE/Vus3sOuh0v4k1vOxb07AM7I0pKqJN4o46YbY7npC6R1KDmV+5idnc5h8cHVl5gHsWQ2eRu1OGOSUBFRpiHGPpmdSm1xTtS5JmIYTowrTTSfgvm4z1yONm+SU45rhoAFxFJbVe21llX/Ug6TP+Rc517mQy/tqz6zwu9oozwOWifNmaQIZXJ+8kGyFjhhmTfZQvXe13jKpRF6uUwtqvp9827+x9jp17yJ//KlUbthr7nEUl2P/ZRdjYxnspNyT+5vPdCyYTKS/dzeCMJa06X0fx1jSriDBwOhscSW8JZ2YuKIU5OR5XgSdpTo73e/C2raYFF4EhSbMQQnQx9h17sKdlou0OCp9aSOjWdBLvvYLYi04h8ohpfseq8DCATjnSrLX2e5CvatM2qjZto/STH41tfb56jvBp4+t8vcXTo1iXlLVvoI1wZOZS+Mw7hIwYTORhU7Bt3MbO/U7CsXMPCbdd3KxzRfu0LSt8ZiHps87DvmMPAPbNOwF3Yt4a4VP2B8AUF+1+QLCTPkjqHWn2jvy25QfH0s8WU/DYAszJ8e774+nNbE6OB5/ptM2SNHcqnfM3XQghRL3S51yAq6SM0PEjjIf/4i47vc5jjYTBd7rfTsCxN5vihV9R8Mhr9Fz4MNYBvUif8S9jf/RZxxB1whzCJoyp9xwq0l2i4GrjEcbmqli2GldJGclP/x+6tJyCx9/AmZEDQOSxM7AM6EXoqKFNOpe1X08ij5tF2RfVo7+7J5zOoN0/Vvdm7p3Sojj7Ln4NXC5jKu2wA0a26DzBQkWEu//0JP3OwpIGJ1hpjqyL3A9G1hxJNicnYOnf21iXhwA7F0mahRCiC3Fk5uLyjJx6E+aGeJNmXSNpzn98ASHDBxF1zAyc+UU4MnMJHdm20xi3hHY4KHr1U/Juf9rYVvrpj1j69ao+yGQi+bEbUWZzg+dSYSFgMnV40mzfuReUInTEYAixEjX3MEo//B5TYiwhQ/oTMqR/s84Xd9lpfkkzQOa8m4g43P0tg6VXy+poQz0j1NrhIO66c9p8hr5AM0V4vmXxPKSn7W3Yr1wp0JqoE+f4bTYnxZN49+WgNdYh/drueiIgJGkWQoguxPbPLmNZhYYQe9HJbHdUUF+6q8I8SbPPbHNaawrmvwpAVM5yMs/+Pyp/W8/g9EV+DzF1hKJXPibvjmf9tlVt2IpjT/XDfJFHTms0YQZ3TbApMrxDZ0QsX7aaotc+wdI72bi3PZ67g7hLTm3yFNc1mWKjam2rWL6W0LHDUaEhjU5C0hhlsZB460WtOkcwUJGepNn7gdGTPLcFU1QEkSfMJvZy/294vCPLyY9c32bXEoEjNc1CCNFFODJyyDjpWgBSnr2NvotfJfGuyymbc0C9r6lrpNlV4D85RtW6zX5/tjVHZq7RaaAmV2k5Tp94ypes8tsfPmsC9r93UPnzOqLnHU2fb14g+cmbm3xtFRlO1aZtpB9+MfYa04uDuxVce3EWlZBx8nW48oqIOHSy377QscNbXEZRszOGKS4aQqw49uZg7pmIUvVML9jNhAwfBED4lHEAaEfzkuaCZxaSe+tTftvyH19A2fc/4Sopw9q3p9zrLkaSZiGE6CLy7nvBWI465VBCmjBFsreDgK6qTg4dNZJH61B3eUDFz+vaIEp/zsISdo05kYy5dY+8pc06j537HG10gbBv2Vkd15B+RJ96uLFuTogl7MBRmONjmnx9U2Q4lSvWUrX2L/IfetlvX+kXS9jR/xAqfv2znle3jCMrD8eeLNJnX2BsS7i1eQ/8NcTcM4n4G/9F/9/eY9DO790PE9rslH7yI5ZeLUvEu6LQkUPov/ZDYi891b2hmUlz/r0vUPTyR37bCua/SuY894c2c49EY3u/FW/S56vnWhew6HBSniGEEJ1c8btfU/TyR9jW/0PMuccTe+mpTSpPAJ+R5kobrsoq0medX8cMge7+td5WaG0p9/+eBMD213a0w+HXiUE7HDh27gUgfdZ5xF48F0d69Wx5/X5eiCu/yFiPvXhus6+vIsONZWdekd++qj+3AFD6ySLCJ1ZPBKIdDvIffIW4y0/DnNT8Eoq0aWfjKqzu1NDz3Uebleg3RilFws3VCblv9xBTfHSbXacrsPbraXxI1C0sz9AOh7uGucY04pZ+1Q8Veke1RecmI81CCNGJ2dMyybn6IWzr3dMjRxw2mZChTX9wzJs05939HI49Wdi37saZne93jHda5qqNW3HmFrRN4IBt225KP/rBWM+97Rn//X/t8Fsvesk9lXSfH15m0PZv3TMaJsbR+/Nn6LfyrRZNFOFXylBjcgtvGz771l1+28u//4nCZxaSe9d/m309rbVfwpx435VEHjKp2edpjpCh/Y1JSMLGjWjXa3VGyuL5gOl0tej1jsw8dh90ujHC7GXt27OeV4jOSpJmIYToxGye3rteofs3rw2Y90FAR1omtvVba+2v+ms7Tk+9sWPnXnbud1LLAgWcxaXsOeFq0uZcQPY1843rJd59OSoynOLXPsHpMwV05Rr3hB/xN5xL2NT96fX+Y/T59gXCxu2LKTrSOC58yrgmlaLUxXeE11Va7h9vvjsW+27/chXjuBYkWTbP6LWXdUDveo5sWz1evod+Py8k7rq6J3rp1jxJc3Nrmr1s67fgSMuk/Iefq085oJcx0Ux3pJR6TSmVrZTaUM/+mUqpIqXUH57/7vTZd4RSarNSaqtS6pbARd04Kc8QQohOzNvPN+mxG7H0TDIm7Ggq324Ylb+tr7U//eBzAbD0SXF3qLA70DZ7i6ZNLl/0C5UrfwfcyWPJO18BEPOvEwibuB97jryU8mWriTrqYFRoCFVrNmFKjCX+5gtIaKcHqkwx1Z0mXD4JO1SPsNec9ML70KT3A0dzpB9yIeCuOw6buB9hnofQAqE530B0J0YpUwvLM2z/7PZbD59xIL0/erK1YXV2C4BngTcbOGa51voY3w1KKTPwX+BQIB1YpZT6Qmu9qa4TBJqMNAshRCfmnREv5oyjiDx8arNf75s023dnAGBKiqt1XNwVZxgJZt69z9d5rvLlayj2JMJ1stXugxt53CxMkeGEDB8IQPbF97DrIHebrsq1mwg7YFS7diBw+bSbc+YU+NW1eu+tq7AE7aoeVfa251OhzZuYwncku/+v79LzlXswx0qNcYczt26k2b4j3W896sRDWh1SZ6e1XgbkN3pgbROArVrr7VprG/AecHybBtcKDY40l5WVUVpaSmpqaoDCEXK/A0/ueeDJPW87CStXEZoYw9KfVtZ7TIP32+nCO8VC8eoNmCLCSHvuekyFpfS5+BEAqvYdwO+DEzA/cBG9r3qSrJ/XssFzPlVlR3u+3u53unsWtLW9I2teBYDolb8SV2Pbrn168LfnXN44nBk5bEueDkDu+KFsbsffleTtuwgDSmeNJ2rJWn59+lUq998HnE76bt0NFjPK4WTZ19+ho9wPDUav30gcsCc7k411xFbf/bbuyKAnkHv9aaT99ku7vafuqDV/p1jSsugFbFy/nooo3ejxADidxu9rydv/89v1945tlHf9v9+SlFKrfdZf0lq/1MxzTFZKrQP2AjdqrTcCfYA0n2PSgYmtC7XtNJg0R0ZGEhUVxcyZMwMUjkhNTZX7HWByzwNP7nnb2XnVU4TPnMjwBu5nY/e7aukA0mf8C0teEWEHjWbmrFlordnuSZoHPXwjIz1lBHs/WEpoRRWjPOfbljydqFMOJe6qeXjH22ZMn+7XvcO+Yw9FCz6jancelbi7XHgf6ht/6glYB/UBIPeSuRS9+GF1YGYzo685v13LCvJ++ofC9dsYcd+17Dn+Kgb9k0WP6y7GvmMPux1OwqaMo/KnP5gycgzWwX3dcX6/jiKgb9++jKvjvtZ3vyusv7MXGDN1EhEHH9hu76k7as3fKbatu0njWUYO35foJp6jYsVa9tazb9QB+xM5c3qLYulEcrXWrfklXgsM0FqXKqWOAj4DhgF1fa3UxE8y7U/KM4QQopNyVVbhzMxt8UNwXr4lGpFHH+ze5lMSYe6RYCxb+vY0Zt/zlhuUfvQDZV8vM47x1gJ75dz4KEXPvUflyt8JGTXUPY2w93wDqqe/Trr/anp/Xt1BY9A/X7V7HW7CTefR7+eFhAwfROjYfbFvcXfKcOx1v8fwyWMBKP18sfF+7Tv3ANXdNZrKVeZ+fc3JR0THUt5WcY7Gp9F25BRg37GHihVr6z9fWPPKdrojrXWx1rrUs/w1YFVKJeEeWfadX7wv1Pv5JODkQUAhhOiknJnurhbm3smtOo/J54G2sAljjOUeL91N5W/rsQ7sU31sfAyuohK00+k32UnBw69Vx5Wdj8VnYgfb39Wt4yx9UlBWC/1//whnRk51wuIR7vNgnG+HjPaiLBYjMbcO6EXx4l/ZPfUsI3mOOvlQSj7+kfwHX6b8h5/p/dVz2DwTrLgqmjf9tqu0AgjM+xLN4Ckv8p2KvT67J5yOLi0n+vQjURHh6PKKWsdI0tw4pVRPIEtrrZVSE3AP4uYBhcAwpdQgYA9wOnBmhwVagyTNQggRpLTLVSupNPZpjW2LOxm19Gpd0uw70uw7WUfUiXOIOnGO37HmmCh0eSW5//cUxa9/6rfP4pkoourPLYSOGQaAY0+WX99nbymGtW8PrPW05Or3y0Ic6Y0nMG3N0t896u1NmMF9byNmHkjxgj1UrtpA5W/rcexyPzCpy5uWNJd+thiUwlVSBshIc7Dx9mnOf/Bl4q87p8FjtefbBsfebEKG9a9zavnW/v/YFSil3gVm4q59TgfuAqwAWusXgFOAy5RSDqACOF1rrQGHUupK4DvADLzmqXUOClKeIYQQQajwhffZ3mOGX3cHV0UVrvJKKv/4m7RpZ5M5z93CNGTE4FZdy3dkzNxIyzpTnLvbQ82EGSDl+TsAyLl2PntPu5Hy1FXsGneK3zG+pRn1CRnSn4gZga/59R0d9zJFRZBwx6WYk+MJHT/C+ABgionCvj0NrRsvt8y66C6yLrzTSLgkaQ4yTZw905djTzYWn8lLkp/4t7FsHRiY3tvBTGt9hta6l9baqrXuq7V+VWv9gidhRmv9rNZ6lNZ6rNZ6ktb6J5/Xfq213kdrPURr/UDHvYvaJGkWQog6lHzyI2kzz2vx1LqtUbVpG3l3u9u6lSysfjJ/7wlXsXvyPPYcepExGtpjwQNYUhLqPE9T+Y40+04rXRdTbFS9+6yD+xHmmbK5YvGvZMy93tjXf/X79Pt5od802cHGXCNp7v0/94x/5pgowiaPw1VcZszmF33aEdg2bceZ0/QZEvPufg5o/B6LwFLm5qdC9m1pmJPi6PX+Ywz48xMiDp3SDpGJYCNJsxBCAGXfrSTrigeMfrzZl9yDbeNW7DsD8wxK1brNFL/3DWXfriB9xr+MiRbyH1+Aq7IK++4Mqtb+hXNvddmCCg0hyvPgXqtYqkfaGuuJbKqnr3D4jAOxJMcTfdKcWvsGbv0a64DeQT+5hjmuenZAS/9ehE/cz1g3xUTiKi7FVVwKgNXTV9q7Xp+6RqLrK7kRHcTng1xD3xxkXniX37opIZaI2ROx9Eo2voGJaEGvdNF5BO9HfiGECKCsC+9EV9qIPukQIuZUtwUtfOptoucd7ZdAVf62nsL/vottyy4wKZLmX0fE9ANafG3tdBozxfmKOmE2pZ8tpmLpaorf/KLW/uTH/11rW0s0Z/IQc0JMrW3hBx9AylPuUhFTXO39nWUCD29LOQBnrv8Isik6EldpOc6iUjCbsfRMAhpPml1F/vvlIcDgo3w+NGJ3QB2zXdp3Z1D2+WK/beaEWGPZFBZKvxVvYukvpRldmSTNQohur2rjVmOWt4zTb6Rv6uvGvpJ3v6bk3a/p8fr9RB0zA+1ysedo/7rcjJOuZUjO8pZff+1fxnLo2OEk3HUZrqJSImYeRPnS1WSe5U5Io049gooVa4m77DTiLj21xddrDXOKfwmDKTqS3h//p3o9rjpBtvTrSdLD19NZmKIiGJyZyvaeM4k9/0T/fTGR6PJKXHmFmGKjjNkRXSXldZ3K4PTMKghg7pVM32/qnk1RdCCfmub6pojPOL2OD6ja5bcaMnxQm4cmgoskzUKIbi//wZdRURHGg1p5d7lrWfsueZ30Qy8Eh5Os824nKme5sQ8g5oKTKH71E7+a4OZylVVQ9s1yMJkY+PeXmGKj/L6+T/i/C8m96QkAwqftT4//3tbiazWkx4IHCBnar9HjatZPR9YoD/EmHFEnHUKPF/2/zu4MlNnM4L1L/EpWAEzR7iTZ9td2zElxmGLcI8aVqzcQOnY45ri6R9PtaZkARB49g+Snb8EcU39NuOgYvjXN2mav8xhnfmGtbdFzD2+vkESQkqRZCNGt2f7eQfn3P5Fw60WEzzyIPYddTMXS1UQcOpnQ0UNJefr/yL78fgBjameAQdu/xRQdiSkqgsL/vlvvCFVDHJm57BrjHtGMmDMJc3zt0obo049yj0RbLUSfclgr3mnDmlob7fsBof/q92u11wqbMIakh64l+vQj2zS+QFLW2v80Gknyqg1En3m0MdJcMP9Vil/7lIEbP6/1muxr5mPb7G4LmPTQNZIwByuL/0hzXUxhobhqbPNtzyi6B0mahRDdWskH34HZTPRZx2JJjid85kFUpK4i7kp3P/2oUw4j/5HXcPg8EBiy3z5GbWrIvoPA4cS+Pd293IjK1RspX/QLVRu3YumVYmxPuP2SOo83hYeS8sytrXmLbS75iX9jHdIf64Da9ZtKKWIvPLkDompfJp+EN2SfAX4fcJzZ+egqm98HCldpOSXvfAWAOSUBcys7nIj24/vNjrbXPSugdgS+i44IPvIIrxCiU7D9s4u8+180ulu0Be10UvLR90TMmYjF05+455sP0XPhfMI80ycrpUi4+QJMPklS8vzrjOXQscMBKHjmHXSVuy7anpZZ68G90i+WUPDsO+w58lIKHltA+TcrKH7tE6JOmM3Af74mdPTQNntf7S3m7OP8Zu7rDkzR1b2VzcnxmKIi6PPVcyQ94q7Ztqdn+R1v37HHWI46+VBUC3oBi8DTNlud270T34juTUaahRBBz7Eni7QpZwHuWepCR7VNgln27UqcGTlEP3C1sc0UHkrkYf5to6JPOYzoUw6jfPkawsaPxOTTZzdk2ABizjuB4tc/o2LpKvp8+yK7x88F3KPKUacciq60kXXBncZrkh6+npIPvsUUGU7SQ9fWWw8rgofvSLM52T1qHDZhjDEy6UjLJGRIdU24fVf1NxPmOjqKiOCkbXWPNJvCZWpsISPNQohOYO8p1R0Ycm58rM3OW7liLSoinMijpjd+MBAx/QC/hNkr+ZEbAHBm5bF7/+oZ8Ere/ZqMk6+j8Ln3jG29PnqS2PNPpO+3L9L74/9IXWQn4TuLnzkxrtayq6DY73jHbvdU27GXnUbsJXPbPT7RRuqpaXaVVxI+8yCG5CzHnJxA7GWnBTgwEQwkaRZCBDWtNfatu4112987WlyiUfb9SnZPO5uqP7dg27abqg1bCRnWv02+Ou/92dOETRhT577Klb8TPnsiPRfO75DpoUXrWfr0AIsZc0qCX+26d4ZEV0mZ3/H23RmYYqJIuvfKOj9oieASc+7xQAM1zWUVmCLdH5wGbvqcpHuvDFhsInhI0iyECGrlP/4CQPjMg4iedzS6tBzb3zuw79yL3TOa1xBXRRXZ1z9Cxa9/UvDI69g37yR9zgWkTZpH5S/rjJndWit86v70/vSpevenPPHvWmUfovMwhYcyJCOVgRs/9+uS4i3bqPj1T7/jHWmZUgfbiUQePwvAeC6hJld5BSq85a0lRdcgNc1CiKCltabwmYUAJN1/FabYaEre+Zqcqx+iat1mgEYnFSl592tK3vqSkre+rHN/2EGj2yxeFWIl5dnbMPdOJueqBzH3TiFi+gHEXn5ap5kVTzSPiggDoPSD70h+9EZMnnX77gxCfGYYFMHN+0Go3pHmShsqTOqauztJmoUQQSvn2oep/Hkd4TMOrJ5tS2sjYQYo+3YFkUdMq/cclTVGAGMuOImYs44lfdZ5gLs/cluKPu0IAPqv/RCUatYU1aLz8f35OjJy3A8Dao1jd6aU4nQi3t7c9XXPqNlSUHRPkjQLIYKSM6/Q6HMbd9npxvbw6eOpWL7WWM+97ekGk+aqdZuJOHIa1v69qFjxOwk3/gtzUjx9U1/Htmkb1n492yV+396vontwZuTAkH5Yd2ehyyuwDm58hkURHJTFkw45635eQlfZpIOGkJpmIURwyvS0aIu9ZC4RcyYa23u8fj/JT9wEuB/CcuzOwFVRVec58ue/gn1bGqEjh5B0/9X0S33d6FYROmqoTIMr2kSPl+4GwLE3G4DQ9duB2lOMiyDmmRWwrklMtNbu8gwZae72JGkWQgSd8mWrqVz5O1D9VLuXOTaamLOPpW/q68TfcC4AO/c5iooVa/2Oq/pzCwWPvwFAxCGTAxC16K7CPR/qnLmFAJgq3R/izAmxHRWSaCZlJM111DTbHaC1JM1CkmYhOruST39k55gTKXr1k44OpU1U/vE3GSe7Z9zr88PLhAwbUOdxoaOGGvXIutLG3hOvofL3vwCoWPk76XMuACDlxbsIO3BUACIX3ZUpOhKsFpx5hVRt3Er0FyvBajHqZEUn4Gk7mX3xPbVaWro8H4JUmCTN3Z0kzUJ0Yo49WeTe9ATOzFzy7n0BZ25BR4fUKtruYM+hFwGQeO8VhI3bt8HjQ/YZyKBdPxjr2ZfdR8EzC9l7gnuGP8vAPkSfdEj7BSwE7ocBzQmxOPOLyLrgTkwVVe7RSdFp+H7A0WUVfvt0pfvhQBUqNc3dnSTNQnRipV8uxVVYQspzt6PLKyj9IrWjQ2qxgifeZOe+xxrr0Wcc3aTXmSLC6PPVcyTedxX27enk3/sCFs/DfeGTx7ZLrELUZE6Ko/KnP7BvS+voUEQLeMsz3Cv+HW+8vZulPEPId0dCdFLa5aJ4wWdYh/Qj6sQ5ZF9+P86c/I4Oq0W000n+Qy8b6wP/+gJzXNP7GodNGEPYhDGETxlH2dfLiL30NBxpmViHSPcCERjmhFi/ri6ik/GZFbRmeYaRNEt5RrcnSbMQnZQztxD7tjQS774cZbFgio3CmV/c0WG1iH17urEcNm280eGiuUL324fQ/fYBaFbSLURrmRLiOjoE0Qp+I8012s450rPcx8jkJt2elGcI0UnZd7gTTcvAPgC4ikopfu0T42G4YOUqqyD+hc8pX7oacD/4lzblLADMvVNIfuzGjgxPiBYxJ8a5/+yd0rGBiJbxS5r9284VPvcegDHbo+i+ZKRZiE6o5INvyb7iAQAsvZL89u057OJGp5buSCXvfUPUotVkLFqNCg9Fe3osh00eS58vnu3g6IRoGXOiu72cKSKM2p1+RbAzJjcBtGek2Z6WSekH32GOjwEgfMq4jghNBBFJmoXohPLufcFYtvbvBUDI6GHYNvwDgCMzF0vPpDpfG0jOvELsaZkUvfwRztxCHDv2YBnY29jvTZhDDxptTBAhRGfkHWnWFZVUjh5M8ujhHRuQaBa/8gxPTXPmubdiW/8PoQeOwjKwtzwIKCRpFiJQtNaAuz1Va7lKy4m9ZC7xN55n1O72/e5FKn5eR8Yp11H155agSJr3HHmZUUbiZd+Rjm1QL/rdeinWYf2xDuyDKTK8gyIUom2YYqMA0DYHOXedx6iZMzs2INE8Pkmzd6TZVVLmXq+oQlmtHRKWCC5S0yxEAGiXix39DiH/gZfq3O/IzMX2945a20u/WkbazH/hLCypPpfNji6rwBwf6/ewmwqxEnbASFCK4re/RHdwn9jKNRv9EuaUl+4ylp3x0USdMJvQUUMlYRZdgvf3WLukOKNTMvmkQ56aZsfOvQC4SstQITLGKCRpFiIgHOlZ6CobhU+9XWuf1ppdY04kbfo5fttt/+wi61+3Ydu4jfIffza2O/OLADAl1p6i1xQVQcjIIZR/s4LSL5a08btonpL3vzWWw6aNJ/rEQ4i78gwAqob376iwhGgXKsLz4c+lOzYQ0SJ+3wA6XVRt3GqsugpLUCFSmiGkPEOIdmfftZfM8+8w1h1ZeVh6JALu6Vl39KuesU5rjVKKip/Xsfe4K43tVes2E33KYZR88C2VqzYAYI6vnTQD9P74SXbue6wxStIRdJWNkve+IfLog7EO6kPcVfMASLzrciKPmUFaYVaHxSZEezC+ManRrkx0PtrlwplTPbuqq6hUpkQXgCTNQrQLrTX5D7xU58hy1Z9bsBw6GQDb+n/89jlzCyl592vy73M/6Bd78Vwqlq/Bvmsvtn92GR0zwD0DWV3MiXGYEmNxZOa00btpPkdWHrqiiohDJhNz1jF++8IOGAWpHRebEO1BedqR1ZwYQ3RCTicqvEZP5hCpaRZSniFEu6j64+9aCXPcde7yi4qVa42HAm01ptwtfOotI2GOOvVwkh64GsuA3pR/s8LoZexlGdCb+phjoile8DmZ599B1sV348gIbJLqnZnQnJIQ0OsK0VGMkWZJmju9vPteBId/bbqMNAuQpFmINqftDvYcfbnftsT7riLhlgsAKPrve+yecDrlqauo/G09KiqC3p897d734ocAJNxxKSlP3ATgfrivJrO5Vn9mXxGHTwGg7MtUSj9dRNFrn7b2bTWJbfMOit/5CkdGLoBRhiJEV1dd0yxJc2dX/t1KY+psLyUjzQIpzxCizTj2ZKFtDlzlFeDTuSL2olOIu/RUACKPnUnZl6k4du4lY+71xrawKeMIO2g0las2YIqLJv7qecbro0893Oi6oaIi0KXlmKLCUWafvqI1JN51GeGTx5Lz78dxZudT+J+3sA7sQ8i+AwkdP7JN2t7V5CqrIG2aezQ99MBRAJglaRbdhNE9Q2qauwRts/uty0izAEmahWgzu6echS6vJP6m8wHo89VzOLLziTz6YOOYnq/dR9WGraTPOs/YFnHYFJRSxP/fhWScdC2h4/1Hli29UxiSs5yKX/7EkZZB9uX3N9pkX1ksRB51MJFHHUzpl6lknX8HOdfOB8A6uC+9v3gWZ3Y+VX9uIWbe0QC4Kqpw5ReCUphTEvxmyGqKotc+MZarVm9ERUVI0iy6DRUeijk5noRbLyat8cNFkNNV/kmzb9tP0X1J0ixEG3AWFKPLKwEoeOQ1wF1zHDZhTK1jrYP6+K1HzJnk/nP6AQxY9zHU00Q/fNJ+2L0TljQjoY2YNQFL3x440t0dK+zb09k1+gRjf+jooYSOHU7uzU9Q8u7XAMRffy4J/3dhk6/hqqii6Pn3se4zAPuWXQBEHTOjXUa0hQhGSikGbvrCvZKa2qGxiNbTNv/yjMoVazsoEhFMpKZZiDZg3+4eWwo7aDQAlv69MCfH13msKTKcnm/PJ/rsY0l84BosPsdZeqf4rddkHdibhNsvoeeC+5scmykqggG/f0SfH14m4Y5La8e+y92arvSTH41tBU+80eQuACWf/MiO/ofgzCkg4ZYLMSe7H/5LevCaJscohBDBpOZIsxAgI81CtIn8+a8CkPTIDdg27yBiziSUqf7PpJGHTyXy8Kktulb8NWc1flAdwsbtS+iIwTjSMihe8Lmx3VVW4e7mUaNGuuybFUT5lJbUp/DZd4zliEMn0/fAUVSt24wpOrJFcQohREeIPuMo49u2mjXNQoCMNAvRalUbtlKRugpTTBQhw/oTffKhftNbBxMVGkLyozcSetBo8DzYossqcJWUocsrsAzohSnBPWlK5U9/NHguR2Yue0+9Adv6f4g8+mCG5CzHFBaKpVcykUdMa++3IoQQbSr6tCOM5ZrlGZYBvQIdjghCkjQL0Ure8oben/yn0Qf0gkWfL55h0JavACh+6wucnj7OCbddzKDN/8M6fCCOPQ3P2lf66Y9ULPkNgLDJ49o1XiGEaHc+3w7qSv+kuc//ngt0NCIISXmGEK1U8taXAFj6pHRwJE2nLBaIdJdj2DZtJ+eGxwCw9u0JuGurq9ZtxpGVBy4Xts07sfTrQciQ/sY57Dsz3K8ZNsCvQ4gQQnRGylydNLuKy/z2WXrW3xdfdB+SNAvRQq6KKnJvepzyRb8AYEqM69iAmsm3s0Xlr38CEDp+BOB+4LBiyW9+XTYAwmceRNIDV+PIysOxay8hY4bRb/FrAYtZCCHajW/SXFQCFnOtmQFF9yZJsxAtVPzmF5S89w0AsRee3Onbq/X+4lljwpS4q+ZR/PpntY6pSF1F2tSzAQgZM0xm/BNCdB0+D0NX/bkF65B+JN1zJc7C4g4MqnNSSr0GHANka61H17F/HnCzZ7UUuExrvc6zbydQAjgBh9b6wIAE3QRS0yy6PGduAaVfprb5ecu+XoaKDCds4n7EXXt2m58/0MInjzWWrf16MvCvL4z1Qbt/rPUeHRk5mOJjAhafEEK0J9+Bj6o//iZ0zDAi5kwk+uRDOzCqTmsBcEQD+3cAM7TW+wH3AS/V2D9Laz0umBJmkKRZdAEVK9YaD+PV5MjOZ+8p15N1/h1UNNINojm0y0XVn1uIPu1I+vzvv512xHXAHx8RPmsCPV6v3ffZnBRPzzcfpMfr92MKDyXxtosxxUQZ+125hZhjg7NLiBBCNFuNtpum6Kh6DhSN0VovA/Ib2P+T1rrAs/oL0DcggbWSlGeITsuxNxsVYmXvidegIsMZvPP7WsdknHo9to3bAKj8eR3hU8YZ+7TdgauistnXdeYXsefYK9Cl5YSMHNzi+IOBpU8Pen/weL37I4+c7rdec8ITGWkWQnQZZv9xRBUiKVKAXAB847Ouge+VUhp4UWtdcxS6wzT4G1FWVkZpaSmpMiVowMj9bhpTYSl9LnrYWNdlFfz0ytvYhro/rFp3ZxH+60ZiPQkzQNova9hxxXZiP1hM2gf3kvDMR0Qu/5PSV//drHseuWgNCZ6pov/Ky6KyG/28Is45nMTnPjXWt+dk8WcL3r/8ngeW3O/AkvsdeG1xz627s+jps56WkcEG+TnWJ0kptdpn/aWWJLdKqVm4k2bf5v5TtdZ7lVIpwA9Kqb89I9cdrsGkOTIykqioKGbOnBmgcERqaqrc7yYoT11FRo1tvZ/4kIGbPsdZWMLuC0/FVVTqtz+xwknlB4sBmL7/gexcficA8bmlTD3uuCZfu3hvGTme5f3nzCB07PCWvo3OZ+ZM9F3XUvjsu+Tf9wIjDp9F5MxJzT6N/J4HltzvwJL7HXhtcc+rNm4l3We9/5DBJMrPsT65ra03VkrtB7wCHKm1zvNu11rv9fyZrZT6FJgABEXSLDXNolOyeUZ6o045lEE7vvOrRSv/biWuolIS77vS7zWVazcZy47d1Sm3NT27ydd1lVVQ8NgCY92cktDc0Ds9ZTIRf/U8Bu38nshDmp8wCyFEUHJpv1Upz2g/Sqn+wCfA2VrrLT7bI5VS0d5l4DBgQ8dEWZskzaJTcmbngcVMynN3YIqKIO7KM3AWFOEqLadq41ZUWAixF89lSM7y6hfZHcZi5vm3G8vmvKa3Eyp87j0caZnVr02Kb90b6cRMkeEdHYIQQrSdGs9sKIskzS2llHoX+BkYrpRKV0pdoJS6VCl1qeeQO4FE4Dml1B8+pR49gBVKqXXAb8BXWutvA/4G6iG/EaJTchWXYYqJMloERcw8iMJn3yX9yEuxDuqDuWcSyjMlasLtl2DbuJXSTxcZr3fsyiBkzDAcaZnNSpq158FB66C+9PnuRZRV/hcSQoiuSIVYOzqETktrfUYj+y8ELqxj+3ZgbO1XBAcZaRadkqu41K/9Wfi08ST/52bsf++g/JsVmONjjX3x15xFj5fuxpQU53eO8Kn7Y+mdTMSvG9E2e5Ou68hwVzP3XfwqZukcIYQQXYZlQG+/dRkUETVJ0iw6JVdhCaaYSL9t4ZOqP5w6s/NqvgRXbqHfeuiYYWinC3NhKTk31d92zatq41ZKP1tM1KlHYIqKaFngQgghgpI5LpohOcsJGT3MvUGSZlGDJM2i0ylfvobyRb9g35bmt93Sr4exnPTIDY2eJ/zgA9Gl5QCU/W9prf2OnALKvl9Zfd1Fv4LDSeLdl7c0dCGEEEFOhYe6/7RKeYbwJ0mz6HSKnn8fcPdm9qV8OmhEzJlY63WxF53iV9Jh6ZmEdbC7r3NdtWu79z+FzHm34PJcx5lfiAoLwVyjzEMIIUTXYQoLAUBZzY0cKbobSZpFp6K1xrZ5JwC93n+s1v6U524n5rwT/BJor6QHr2HQtm/o++Mr9F38GgA9XrobZ1Q4KEXp50v8ZrzTVTYAbJvcE6S48oowJcQZDx8KIYToelSYjDSLuknSLDqE1rrxg2qwbUtjz9GX49idQfJ/biFidu3R5Oi5h5PcSGlG6NjhhI5x16yZk+IpmzUeZ3Y+WRfe6ddhw2vPUZcB4CwoxpwQW2u/EEKIrsObNCMDJKIGSZo7OVdFFYUvfoi22dEul99IadWfWyj74ecOjK5umeffwd7jr2r263KumU/VKneP84jDprRZPK7o6of6cm54FHtaJsXvfOV3jDO/CGdeIeYE6ZghhBBdmbem2VVZ1cGRiGAjj4Z2ckXPvUf+/FfA4aB44VdY+/ei13uPUr50NRmnXAfAwG3fYPap5e1IWmvKvkwFoHLNRsIOGNW011XZsP293Vhvy7pi36RZl1Wwe/zcWsfYd+7BmZGDder4NruuEEKI4GPyjDRrSZpFDTLSHOSq/trO7olnUJ66qtY+7XCQ//gCAPLufg77P7soX/QLAAWPvl59jrV/Neua2ulkzzFXUPjC+y0PvB72rbuN5fIff2laPFU2si6+G1dRqbGtLeuKq0YMqHdf6P4jAHCkZeHIyMXat0e9xwohhOj8VKj7QUBdaevgSESwkaQ5yBW/8jH27elkzL3er/QCoPD59/2mhvay/bOLyl//NNYduzPqPb9tW5oxYYd2uSh46m1KPviOyl//JO+OZ6n8bT1lXy9r1Xuwp2VS8MSb7prkIy816sQcWbV7Kdel6JWPKfvaPR12n6+eo98vC1sVT02OPsn0W/5mnfuizzgSgNLPFoHLhUWSZiGE6NIij5kBQPjkoJ2YTnQQKc8IEtrhwL41rdZ25TOJhv2fXdi27MKxJxtHRg5Fz70HQL/lb1L02qegXRQv+Jy0KWcBEHf1PAqffx/7zr24SssxRUXgyMqjat1mIg+bgrY7SJt0JuZeyQz88xNsm7aTf/+Lftffc7S7J3H/X9812rM1Ju+e51CR4SizmbirziR//iuUfvAd+Q+9DED0vKOp+nMLzszcJp3P6TPCHHrQ6HbpXhGy76Ba28IOGk3EnElAdR9nSZqFEKJrC58yjiE5yzs6DBGEZKQ5SGRf8QBp088hdP02v+3OvdnGctn/lpF1/h3k3fGMkTAn3nsFIfsOIvmR6wk/+EC/18acdSyWPj0ofGYhOwYdjrOgmF2jTyBz3s0Uv/Ul23vPcl/DM9LszC0wXhsyaigRh0wy1ndPPMOv44Vt227yHngJR3a+3zW11hQ++y4FD79G/oMvU7zwK0o/W+x3TPyN52HpkdjkkWZf7dnubdCuH4zl+JvPp8/Xz2Pt38vvGEmahRBCiO5JkuYgUPzu15R+8iMA4Wu2GNu13UHFL38SetBoAPcDfz6SHruR2EtPM9Yjj5mBZWBvY93SJwXrgOqkL236OcZyzvWP+J0r+/pHyL5mvrHuKqsg8d4r/Y6p/G199bkmzaPwP2+Rf+/zfsfY/9nlt55742Ngs9Pnq+dIeuha94h13x6Yk+Jx5RXWcTfAVVqO02ef97iokw6p8/i2YooIM65hHdzP2B559Axj2dI7pV1jEEIIIURwkqQ5wLTWlHz8AyUffIvWGm13kH/fCwCYkxOwpmVR8umP7trij77HmZlL/LVn1XmumHOO8xt5VUoRd8mpAPR45V5UiBWLz0ip0zOyGzapuk6r38q3ACh560u/Ue2I2RMJGTaAvj++grlHIgBFL38MuNvceZW8/y0FT73tfm8uF+mHX+K+/oIHsPgk7KEHjSb2wpONEg9TQizOguI678+u8XPZue+x2NOzAHBk5hIyaigpL9xZ321tM/HXn0PMv44n6pjqRLnHq/fQc+F8Ys49HlNkeLvHIIQQQojgIzXNAaQdDgqeeNPobGHulYwzKw9nTgE933mEopc/wrnkN7Ivvsd4jSk6kohDfXoSW8zgcBIyelidpQqxF55M5DEzjEQ3dNRQSnz2pzx3O9FzD6folY+x79hDyD4DURHh6PLqKan7r34fS69k9+vHDmfghs/IvOBOqn53d+Gwb3PXXoceMJKqNZvIv/9Foo6bRe5tT6FLy4k4fCqRR06j+NWPcezKIOWlu2rFao6LRpdX4qqsMtr7ADiz83F5kunMs26mX+oCnFl5WHomBWQmvpDhg0h+9Ea/bcpsJvKwqUQeNrXdry+EEEKI4CRJcwBlX/kgpR//gHVQX+y79lKx+Fd3axuliJg9gYqlq6hY8pvfa1wlZSil6PPtC+w54lIij5xO7AUnNfhQnqVnkrEcc9YxuIpKCZu0HyrUavRFjr3wZOMYU2Q4Tp+k2TqgusTDK+yAkZR9sYSqv7ZT9o37AYnkx/7NniMuQVfZyDz/Dmwb/gEg6f6rUSYTyU/eTO6tTxExc0Kt85k8M+u5Cksw9axOmh3pmcaydrq7hTiy8ggZNbTe9yuEEEII0d6kPCNAnEUllH7sftAs5sKTMSfGUvjsuzgyczHFx6DMZhJuv6TW6+KuPAOA0PEjSXroWpL/czPhU/c3RoIbo0JDiL/+HMKnjKt3IhGrTx107MW1J/aA6n7F6QefS8Ejr6EiwgkZOdiI2Zswg7uWGtzJd6+FD2OOrz2LnnebM7/Ib7tjtztpDhk1BPvfO9jWaybOzFwsvZv2foUQQggh2oMkzQFS+uH3gLsrQ+wFJ4LZDEDZNyuMBNIUFoojOc593L/PY3D2MhLvcrd8U0oRe+HJ7TKzX8p/byfqxDkM3Pw/Eu+8tM5jQvfbx29dl1egTKY6Z+ZT1sa/wDB53oerpMyvK4fdM9Kc9MA17g0OJ9D+DwEKIYQQQjREkuZ24KqoIvPcW8m88C5s29LQdgeFz71H6PgRJNx4Hspspudr97mPzS/C7ClV8GUd0i8gNbwA1kF96PHS3ZgTYo2ZkGqq+QCct7wjZFj1bHqWgX2Iv/n8Jl3Te76MU29g94Gn4SwqIe++F7Bv3okpLprwqfuT/OTN1TEO7d+s9ySEEEII0ZakprkdVP78hzGDXfmPP2OOi8axJ5uk+68yjgndf1/3aLPTadT3Ajh6JmDJKfRLRoNFr0/+Q9ELH5Dy7G2Yot2TroSOHc7ALV9hiotuVpKvPEmzLq/EsTuDvHuep+StLwEIGT0McCfzxvEB+gAhhBBCCFEXSZrbQcXK38Fqoddb88k4/UYcZRWETR5rzC4HoCwWQkcPpWrdZiyeThcAeVeezJi0YkJGB9+DbxHTDyBi+gG1ttdVs9yYmiPXJe98bSyHH+y+hjkxznMBc7PPL4QQQgjRliRpbmP2tEwKn15I2IQxRMyZSMIdlxIyYjCRh06udWz4jAOpWrcZU2y0sc2VEEP8SccFMuQOUavfsdNduxw6fgRJ91wBuEeaw2ceRMLNFwQ6PCGEEEIIP5I0t7GyL5YAEHvRKQDEXz2v3mPNyfEAuErL2j+wIKMiI+rc3ufL/1YfExpC7w+fCFRIQgghhBD1kgcB21jl6o1YB/Ul6oTZjR7rLdfwnaa5u1BhdT9wqEKsAY5ECCGEEKJxMtLcxmxbdhIyYlCTjg0ZNoAhOcvbOaLgJA/2CSGEEKIzkZHmemibHWdBMfYde9h78rXk3PR4k15j356OdZ+B7R9gFzRgw2cdHYIQQgghRJ1kpLkOts07SJt2jt+2imVrQJlw7Mmix4t31X6QDSh69WNwOAkZPjBAkXYNAzZ8hgqxtqgLhxBCCCFEIMhIcw1V6zaz56jL69xX/NonlH+3ktJPfqxzf97dzwMQOmZYu8XXFVl6JErCLIQQQoigJkmzh6u0nPxHXyf9iEtwFZcSMmooPd99lJAxw+j/23t+x+bc8iTbBxxG3oMvG9ts23aDy0Xo2OGEDG9aTXN31/vTp4j/93kdHYYQQgghRKO6VXmGtjtQ1tpvOf+x1yl4+DVjvc9Xz2EdNgBzfAyRh7g7XPR67zEyTr/RfYDNjrbZKXzyTRJvvQiAYs9sdlEnzmnnd9F1hE8bT/i08R0dhhBCCCFEo7rNSHPBs++wY5+jKftuJa7ScmO7q6SMwmfewTq0PxGHTKLf8jcJmzCmVrlAxJyJ9PnqOUL3H1Hn+Z1ZeUB1f2YhhBBCCNF1dImRZu10UvTKJ1h6JuEqKydiziTMCbFU/f4XmRfdjXNvtnFs5lm3ED3vaFL+cwsAuXc+iy6vJOXZWwk7YFSD1wmbMIbo04+k6ve//LaXL/6V0o9+IPzgA6TPsBBCCCFEF9QlkubyH38h7/ana203xUThKi411nu8dh/5D7+KfVs64B5lLnn/WyKPPpjQ8SObdK2Y807AFB1B9uX3G9syTnOXbfhOhy2EEEIIIbqOLlGeUb74tzq3+ybMsZedRtSxMwkdPQxHhnvkOfe2p8HuIPbiuU2ebEMpRfTcw4m78gwAnEUl1Tudzha+AyGEEEIIEcw6bdKstcZVVgGA7e/thB40mp4LH2bglq8YvGcx1n0GYB02gMFZS0l+4t8k3HwBAJbeKTh2ZbD35GspefdrTAmxhE0Y3ezrh8+aAEDV6k2YeyYBEH/LhW307oQQQgghRDDptElz4X/fZcfAw0g7+Fwqf15H6H77EHnYFMzxMagQK31/eIW+P76CMpmIOfs4YzKS8Kn7A57JSoB+SxegLM2vUgkd7e7FbPtnJ67ScmIvOoXQEYPb6N0JIYQQQohg0ulqmqvWbSZj3s1GtwrbX9sBiLvsNL/jTBFhdb4+fPYELP174didAYDFM0rcXKb4GAixYt+ahi4tx9InpUXnEUIIIYQQwa/TjTQXvf6pO2G2Wuj18ZMARM87GuuA3k16vVKKfsvfJP6WC+ix4IEWx6GUwpKSQOXaTYC77EMIIYQQQnRNQT3SrLWm6Ln3iDxmBtYBvSn7/idKFn5F9GlHkPLsbQAM2v4tylN60VSmiDASbvhXq+Mz90ikao0nae7bo9XnE0IIIYQQwandkmbtdKIrqjBFRbT4HBXL15B393Pk3f0c4TMPomL5Wsy9U4j3SXhN0ZFtEG3LhB0wqjpplvIMIYQQQoguq93KM7Ivu48dgw4n89xbceYXUb50Na6SMmN/2Y+/YE/LNNa11lSu3YQjM5fMc29lx77HkHHydcb+itRV4HTS6+35WAf1aa+wmyXyyGnGsrlHYgdGIoQQQggh2lO7jTRXbdoGQNnXy6natA3Hzr1EnXIoPZ6/k9JPF5F18d1Yh/an/88LAaj86Q/2nnB1rfOYe6f4zegXOmZYe4XcbKFjhxvLymzuwEiEEEIIIUR7atORZldFFc7iUrTLhTMrj5jzTyLiyGk4du4FoPSjHyj5+AeKXv0EAPvW3VT9uQWtNWXfrTTOE+EZwTXFxzDgj4+IOvlQYi+ZS7+f3m7LcFvNFB1J7y//S79fFnZ0KEIIIYQQQUEp9ZpSKlsptaGe/Uop9bRSaqtS6k+l1HiffUcopTZ79t0SuKgb16SRZq01AI492ZgTYlHhobVm0Mu58TGK3/jcb5spMoyku68g/ac/0DY7uqKK7EvvBcC67yDsf+8gfc4FxJx7PMVvfE7kUdOJv/5cQkYP9Ru57fHCna16k+0pfNJ+HR2CEEIIIUQwWQA8C7xZz/4jgWGe/yYCzwMTlVJm4L/AoUA6sEop9YXWelO7R9wEDY4023e5exlnX3IP21MOZvf+p7BjwKGUvPVlrWNrJswA4VPHYx3cl4Gb/8fg3T+S9NC1xr7E/7uw1msT/u8iQscOl1IHIYQQQohOSmu9DMhv4JDjgTe12y9AnFKqFzAB2Kq13q61tgHveY4NCg2ONLsKi6nIzKH000V+23e//Tm5/WOMdVNBCd5H8/IvPJbwNX9TeO6RpJkrIDW1+oVDE+HduzHnFpEW7qSfzzmdkeH8lLkLMne18i11bqWlpaT63jPR7uSeB57c88CS+x1Ycr8DT+55wCUppVb7rL+ktX6pGa/vA6T5rKd7ttW1fWKLo2xjjZZn9PxxrbFsHdIPV3klcZgZPXMm4C7d2L3/KTiAnm/PZ8jhU5t88arU10mfeR4AESOHMNNzzu4sNTVV7kOAyT0PPLnngSX3O7Dkfgee3POAy9VaH9iK16s6tukGtgeFRh8EjPl8hbGceP/VRB46GXtahrHNkZaJY082EUdOI+KwKc26eOiooUYHiohZE5r1WiGEEEII0Smlg1/BQV9gbwPbg0KDSbOyWgGIveJ0Bm75ishDJmHunYwrt5DKP/4GoHzRLwAk3nZxrYcDmyLyuFkARJ92RLNfK4QQQgghOp0vgHM8XTQmAUVa6wxgFTBMKTVIKRUCnO45Nig0WJ5h6deD0vEH0u/sYzHHu2uYLb2SAdhz6EWETRqLOSUBS98eWPcZ2KIA4q44negzjsKSHN+i1wshhBBCiOChlHoXmIm79jkduAuwAmitXwC+Bo4CtgLlwHmefQ6l1JXAd4AZeE1rvTHgb6AeDSbNpuhICi45npAh/Y1tIUOrlyt/WYdlQC8sA/u0aJQZ3JOCSMIshBBCCNE1aK3PaGS/Bq6oZ9/XuJPqoNPsyU1Cx4/wW3fsysDSO6XNAhJCCCGEECLYNDtpVhYLA7d8Ra8PnzC2Wfv3bNOghBBCCCGECCYtmkbbHB+DpVeSsR4+bXwDRwshhBBCCNG5tShpBrD06QFA6Lh9CZs8ts0CEkIIIYQQItg0OrlJfUxREQzOXtbiBwCFEEIIIYToLFo80gxIwiyEEEIIIbqFViXNQgghhBBCdAeSNAshhBBCCNEISZqFEEIIIYRohCTNQgghhBBCNEKSZiGEEEIIIRohSbMQQgghhBCNUFrrencmJSXp5ORkIiMjAxhS91ZWVib3O8Dkngee3PPAkvsdWHK/A0/ueWCtWbNGa6273cBrg5ObDBw4kMcee4yZM2cGKByRmpoq9zvA5J4HntzzwJL7HVhyvwNP7nlgKaXWdnQMHaHbfUoQQgghhBCiuSRpFkIIIYQQohGSNAshhBBCCNEISZqFEEIIIYRohCTNQgghhBBCNEKSZiGEEEIIIRohSbMQQgghhA9nbkFHhyCCUNAnzTt37iQ+Pp5Zs2YxadIkjjvuOP7+++82O/+//vUv9t9/f6ZPn87EiRN59NFHaWjCl7bw3nvv8dprrwEwc+ZMTjzxRGPf/PnzWbFiRZtcJzc3lzPPPLNNziWEEEJ0B2XfrmDniOOoWNEtWxGLBgR90gxwwAEHsGTJEn755Rf+7//+j1NPPZWqqiq/Y5xOZ4vP/8wzz7B8+XKWLl3KmjVreOONN1obcoNefPFFzj77bGN9586d/P77721+naSkJKKjo1m3bl2bn1sIIYToiipWuv89rlq/pYMjEcGmUyTNviZPnsyYMWNYvXo1qampHH744cydO5fbbruNd955h1mzZjF58mQuvPBCtNa88cYb/Oc//wHgwAMP5IUXXgBgwoQJ2O12v3OHhYVx3333sXDhQgC+/PJLJk6cyOTJk7nvvvsAOO+88/jjjz8oKirCYrHw999/k52dzeGHHw7A0KFDueuuu5gxYwannXZarfj/+usvevTogdVqNbbdcccd3HPPPbWOveeee5g8eTITJ07kq6++AuDuu+/mggsu4LjjjmPcuHHGqPvSpUuZMWMGM2fO5NJLLzVGy4866ig+/PDDFt9vIYQQojvRdgcAytLgpMmiG+p0STNAv3792LNnDwB79+7lnXfeYf78+Rx//PEsWbKEn3/+mZKSEpYvX86cOXNYtGgRBQUF9O7dm6VLl5KVlUVCQoJf4lrz3C6Xi+uvv57vvvuOn376iaVLl7Ju3Tpmz57NokWLSE1N5eijj2bRokUsWbLEmL7T4XBw4oknsnTpUgoKCtiwYYPf+Tds2MDQoUP9tnkTeN/R5j/++IPly5fz008/8d1333HdddfhcrkAiI6O5osvvuCmm27ilVdeQWvNtddeyxdffEFqairh4eFGkr3PPvuwfv36Nrv3QgghRJfm8HxzHVI7RxDdW6dMmtPS0ujTpw/gHj32Jr/Lli1j9uzZzJgxg19//ZW0tDT69u1LRkYGixYt4thjj6WsrIxFixYxa9asBs+dk5NDjx49iIuLQynFpEmT2Lx5M3PmzGHx4sUsWbKEu+++m+XLl7NkyRJmz54NgMViYdy4cQD079+fvLy8Jr2nu+++22+0efPmzUyaNAmlFHFxcaSkpJCbmwu4y1V8z5+bm8vOnTs5/vjjmTlzJsuXLyc9PR0ArTVKqWbeYSGEEKJ70jb3t9Ay0ixq6nRJ82+//cb69es58MADATCbzca+W265hYULF7J06VImTpxolCgceOCBPProo8yePZv99tuPp556qs6kuaqqirvuuoszzjiD5ORksrKyKCwsRGvNL7/8wvDhw+nduzfZ2dn89ddf7L///pSXl7Nq1Sojka2p5kOFo0ePZuvWrbWOO+igg3A4HPzzzz8ADB8+nF9++QWtNYWFhWRnZ5OUlATglwRrrUlKSmLw4MH873//IzU1ldWrV3PBBRcA8M8//zBq1Kgm318hhBCiO9MOT3mG1dzIkaK76RQfo9asWcOsWbOorKwkKSmJd999l9DQ0FrHnXPOORx66KHsu+++ftvnzJnDN998w5AhQ5gzZw7PPPOMX5J71VVXERUVhc1m44QTTuC8885DKcWjjz7KYYcdhslk4sgjj2Ts2LGAu5yitLQUgP333x+Xy4WliZ9IR4wYQWZmJjabjZCQEL99d911FxMmTABg3LhxTJkyhcmTJ+NyuXj88ccxmer+jKOU4oknnuC4445Da43JZOLJJ59kv/3246uvvuLyyy9vUmxCCCFEd6dt3qRZyjOEP9VQe7UDDzxQP/bYY0a9rmgb7733HmVlZcZosK/U1NQ2u9+5ublcddVVvPvuu21yvq6qLe+5aBq554El9zuw5H4HXlve88x/3UbZV8vo8eq9RB1Xdylnd6eUWqO1PrCB/WHAMiAU9wDtR1rru5RSCcD7wEBgJ3Cq1rrTNMXuFCPNXc3pp58ekOt4R+WFEEII0TTemmacro4NpHOrAmZrrUuVUlZghVLqG+AkYJHWer5S6hbgFuDmjgy0OVqcNOfe9jRVG/5pkyBCRw8j6YGr2+RcQgghhBAt5W05p12SNLeUdpcxlHpWrZ7/NHA8MNOz/Q0glU6UNHe6BwGFEEIIIdqL9racc7R80jQBSimzUuoPIBv4QWv9K9BDa50B4PkzpQNDbLYGa5pHjBihH330UaKiogIYUsPmzZtnTD7Slh599FEOPfRQo11cW7PZbDzyyCNkZ2eTkpLCTTfdVOtBwGuvvZbKykrCwsIYPHgwV19dPfqelpbGeeedx5NPPsmYMWPaJcbuqrS0NKh+x7sDueeBJfc7sOR+B15b3vOU218mdPNu8i8/kbJZ49vknF3NrFmzdgG5Ppte0lq/VNexSqk44FPgKmCF1jrOZ1+B1jq+HUNtUw2WZ0RGRhIVFRVUDzSEh4fXisfpdPq1nmuJt99+m3HjxrXbe33hhReYMWMGd9xxB/feey/bt2/n0ksv9TsmLi6OK664grlz59Z6/dlnn83MmTPZf//9mTZtWrvE2F3JQzuBJ/c8sOR+B5bc78Bry3ueHvkOVcDwocOIkZ9jfXIbehDQl9a6UCmVChwBZCmlemmtM5RSvXCPQncaQV+e4XK5OOuss5gxYwa33HKLsX3BggXMnTuXE044gaeeeoonnniC2bNnc9BBB3HXXXcB7mmoP/vsM7TWJCcn8+233+J0Oo0ezx9++CHjxo3j5JNPJi0tzTh3XdNXH3DAAbhcLr788kt69eplvP7BBx9k586dTJgwgfPPP5/x48cb03b7Sk1N5ZhjjgHg2GOPZdmyZbWOUUpx7733Mnv2bBYvXmxs/+233+jZsyd9+/Zt5d0UQgghREO8Lee0U8ozWkoplewZYUYpFQ4cAvwNfAGc6znsXODzDgmwhYK+e8bnn39OZGQkS5cuZeXKlbz33nvGvpKSEr755huUUpSVlXH99dfjcrmYNm0aF1xwAbNnz+aDDz5g0KBBTJkyhUWLFhEfH88BBxyA0+nktttuY82aNYSFhRk9mH2nry4qKmLChAkceeSRjBs3jt9//53FixczYcIENm7cyOLFiznnnHMASE9PJzU1FZPJxIgRI7j22mv93kd+fj7x8e5vIOLi4uqcKfDDDz9kw4YNDBkyhEMOOYTVq1cTHR3N/fffz+uvv84NN9zQTndZCCGEEI6MHHSVzb0i3TNaoxfwhlLKjHuA9gOt9f+UUj8DHyilLgB2A7W/Wg9iQZ80b9myxZjwY+LEiX6z4U2ePNlY//jjj3nllVdQSrF9+3bS0tKYNGkSN9xwA0OGDOHKK6/k6aefNqa8zs3NpUePHkRHRwMwfry7bqm+6avnzJnDokWL2LJlC9dccw2LFi1i9erVPPPMM6SnpzNixAgiIiIA6iwVSUhIoLCwEICioiISEhJqHeOd8a9fv36MHTuWrVu3snfvXg488EASExPb6I4KIYQQoibH3mx2jT3ZWNfyIGCLaa3/BPavY3seMCfwEbWNoC/PGDZsGKtXrwZg1apVftNS+yand9xxB9999x1Llixh0KBBaK2xWq0kJiby8ccfM3XqVBISEvj444+ZOXMmSUlJZGVlUVpaisPh4I8//gDqn7569uzZfPTRRyQlJTFt2jQ+/PBDUlJSjJkAfZP5usyYMYOvv/4agK+//poZM2b47ddaU1xcDLhH0NevX8+AAQP4448/SE1N5YgjjuCHH37gxhtvZNeuXa27qUIIIYTw48jO99/gkqRZ+Av6kebjjz+ejz76iBkzZjBx4sR6p6s+6aSTmDp1Kvvuu6/fE7SzZ8/mf//7HxEREcycOZM1a9bQo0cPAO69916mTZvGoEGD6NOnD1D/9NU9e/akrKyMmTNnEhERgclkYtasps8U9K9//Yvzzz+f6dOn07dvX15//XUA5s+fz9FHH82+++7LrFmzsNlsREREcPfdd5OQkMBtt93GbbfdZpzjwgsvZMCAAS26l0IIIYSoW83BLy3lGaIGmUY7yMhT14En9zzw5J4HltzvwJL7HXhtcc+r1m0m/ZALjfWE2y4m/tqzWxlZ19TYNNpdVdCXZwghhBBCtDtTjZRIRppFDZI0CyGEEELULM+QabRFDZI0CyGEEELUfJ5fumeIGiRpFkIIIYSo9SCgJM3CnyTNQgghhBA1W8dK0ixqkKRZCCGEEN2etJwTjZGkWQghhBDdXq0WvJI0ixokaRZCCCGEqNEtQ6bRFjVJ0iyEEEII4aox0izTaIsaJGkWQgghhPAtz1AKV1lFx8UigpIkzUIIIYQQPkmzdWAfHGlZHRiMCEaSNAshhBCi2/OdAdAyqA+OtAxKPviWwv++24FRiWAiSbMQQgghhE/SbO3XE0d2PtlXPEDe3c91YFAimEjSLIQQQgjh8yCgCg+VabRFLZI0CyGEEEL41DSrsFD/BwOFQJJmIYQQQgi0z0izKSy0AyMRwUqSZiGEEEII38lNQix+uxx7swMcjAhGkjQLIYQQQviWZ1j9k+b0wy8JdDQiCEnSLIQQQgjhmzSbzX67nJm5gY5GBCFJmoUQQgjR7VX89Ef1isVc73Gi+5KkWQghhBDdXsGjrxvLymJp4EjRXUnSLIQQQgjhS0aaRR0kaRZCCCGE8KEkaRZ1kKRZCCGEEMJHzfIMU0JsB0UigokkzUIIIYQQvmqMNEfMOLCDAhHBRJJmIYQQQggfNcsztNNVz5GiO5GkWQghhBDCV40+zTidHROHCCqSNAshhBBC+Kg5I6B2SNIsJGkWQgghhPBXs3uGjDQLQLp3CyGEEEJ49P7saVDKb5uMNAuQkWYhhBBCCIM5Ka52n2YZaRZI0iyEEEIIUc1kqjWyLCPNAiRpFkIIIYSoZlLoKpv/Nmk5J5CkWQghhBDCh3/SrCLC0FKeIZCkWQghhBDCoEwmwibuV70eHgpSniGQpFkIIYQQoppJYY6PwTKwt3s1PExmBBSAJM1CCCGE6Oa01tUrJv/USEWESfcMAUjSLIQQQojuzuUzkmz0aHb/qUJDpHuGACRpFkIIIUR351N+oUz+E5sos1lqmgUgSbMQQgghujntO9LsKc+wDugFeLpnuCRpFjKNthBCCCG6O2ft8oweL99DxdLVlC/+FceuvR0UmAgmMtIshBBCiO6tjpFmc3wMUSfMxllYjGNPNs6C4g4KTgQLSZqFEEII0a35lmco/5JmHGlZAFT++mcgQxJBSJJmIYQQQnRvztojzV6J917hXvBtSye6JUmahRBCCNG91VGe4WVOjANA2x0BDEgEI0mahRBCCNGt+c34V7PlnNXdM0F6NQtJmoUQQgjRvfmUXqgaRc3K4mk0JiPNTaaU6qeUWqKU+ksptVEpdY1ne4JS6gel1D+eP+M7OtbmkKRZCCGEEN2b7zTZNZ8E9I40S9LcHA7gBq31CGAScIVSaiRwC7BIaz0MWORZ7zQkaRZCCCFEt6Zd9T/kpyxm9zEOSZqbSmudobVe61kuAf4C+gDHA294DnsDOKFDAmyhBic3KSsro7S0lNTU1ACFI+R+B57c88CTex5Ycr8DS+534LX2npuz8untWV6+dBk6MszYZyouow/wz19/Uyo/V68kpdRqn/WXtNYv1XWgUmogsD/wK9BDa50B7sRaKZXS7pG2oQaT5sjISKKiopg5c2aAwhGpqalyvwNM7nngyT0PLLnfgSX3O/Bae8/t29PZDVgH92XG0Uf47XMWlbCT+QwdOJA4+bl65WqtD2zsIKVUFPAxcK3WurhmvXhnI+UZQgghhOjWvJObxN90fq193gcBpXtG8yilrLgT5oVa6088m7OUUr08+3sB2R0VX0tI0iyEEEKI7s2TNCtT7bTI23IOuyTNTaXcQ8qvAn9prZ/w2fUFcK5n+Vzg80DH1hoNlmcIIYQQQnR1Rp/mOpJmo3uGPAjYHFOBs4H1Sqk/PNtuBeYDHyilLgB2A3M7JryWkaRZCCGEEN2bd0ZAcx0jzUqB2Swt55pBa70CqK+AeU4gY2lLUp4hhBBCiO7N6S3PqDvPU1YzyEhztydJsxBCCCG6NW2MNJvrPsBikZFmIUmzEEII0RYqVqzFmVfY0WGIlvAmzfW0RFNWC1oeBOz2JGkWQgghWkk7HOw98RoyTruxo0MRLeFpJ2d0yqhBWSxSniEkaRZCCCFaS1fZAajatK2DIxEtYfRgruNBQACsUp4hJGkWQgghWs2bUNXV51d0At4+zfXUNCurWVrOCUmahRBCiNbSNvdIc71NtkRQM0aaLfUkzRYL2iZJc3cnSbMQQgjRSkbSLCPNnVLVn1sAUPUlzaFWtM0WyJBEEJL/u4UQQojW8ibNMtTcKeXf9wLgeeCvDio01Khbr1ixFvuuvQGLTQQPmRFQCCGEaKXqkWZJmju1er4pUCFW42e898RrABiSszxgYYngICPNQgghRCt5EypVT59f0Uk0UJ5hW7+FjHk3BzggEUwkaRZCCCFaqfpBQEmaO7N6a5pDrLiKSin//qcARySCiSTNQgghRCtJeUbXUF/LOUdGboAjEcFIkmYhhBCilWSkuYuoZ6TZmVsQ4EBEMJKkWQghhGglGWnuvLTWxnJ95RnUMwItuhdJmoUQQohWkpHmTswnaa63e4Z8GBJI0iyEEEK0mrZ7u2fIP6udjmcKbah/pNk7Tbro3uT/biGEEKKVvBNfyNwmnZDLZ6S5nslNjG8SfDjzi9orIhGkJGkWQgghWklXVgGgrBas2/Zg27yjgyMSTaWdTRhprqqdNBe9+km7xSSCkyTNQgghRCvpsgr3gtVKz1teIG3aOR0bkGg6n/KM+h74i796Xq1t5sS4dgpIBCtJmoUQQohWcpVXAqBC6v56XwQx3+4Z5rrTovgbzq39sjpKNkTXJkmzEEII0UqusnL3gs9X/aJz0L4jzfW1nKvrdd5vF3C3rcv592NUrtnYlqGJICNJsxBCCNFK2jPS7Kqo6uBIRLP51jTX03IOYMAfH/mtGx+UAF1aTvGCz9lz7JVtH58IGpI0CyGEEK3k8ow6ugqLOzgS0Wyupn07YOnTw/9lpdUjzcaHJWlN16VJ0iyEEEK0ki5zjzR7R5xF56F9W841kSk+BldZBXkPvkzFL3/Kz72bkKRZCCGEaCXfr+pFJ+N0Nvsl5uR4dFk5hU++yd5jr8CRntkOgYlgI0mzEEII0Uoy0tiJ6eaPNJtjo3EWlhjre0+8pvp00lWjy5KkWQghhGglV1kF1qH9OzoM0RKemmYVFdHkl5jiY3Bm59e5z/bX9jYJSwQfSZqFEEKIVtLllYTutw+mxNiODkU0k7emOemBq5v8GlNcDM7svDr3SQeVrku6sAshhBCt5CqvQEWE4cor6uhQRHN5W8410G7Oq++Pr+DIzKVi2RpcRaV1H+SQDhpdlYw0CyGEEK3kKqvAFBlOz7fnA6DCQzs4ItFk3vKMemYD9BU6djiRh0/FFB9d7zFS09x1SdIshBBCtILWGl1eiYoIJ/LwqRSfeDBa+vV2Glo3faTZK3S/4fWfT0aauyxJmoUQQohW0JU2cLkwRYa71y1mcDj9p2cWwcvbp9mkmvyS8Kn717tP2yRp7qokaRZCCCFaQZe7Z4YzRYS51y1m9w4Zbe4cPDXNSjU9JVKhVmPZFB/jv1N+7l2WJM1CCCFEK7hK3RObKM9IM56kWUo0OgfjG4Em1DR7KUt1H4XwaeP9z2eXmuauSpJmIYQQohXKv/8JAFOs++EwV5Q7eXZk5HRYTKIZjPKMlqVE5qR4v3Upz+i6JGkWQgghWiH31qcAMMdGAVA1YiAAlb+s66iQRHN4u2c0o6bZlzm5RtIsDwJ2WZI0CyGEEG3AFONOmh0pce4/s+qe/EIEF6M8o8UjzXF+68ULPmtdQCJoSdIshBBCtAGTZ6QZsxlTdCSugpKODUg0TWuT5pREv3Xbxm3k3voUWuvWRiaCjCTNQgghRBvwjjSDu6OCs0BmB+wUPDXNqoVJc8iQfrW2Fb38Ea68wtZEJYKQJM1CCCFEC/mOJppiIquX46JxFRR3REiimbTT6V5oYU2zKT6G5KduIeX5O/y2O+Xn3+VI0iyEEEK0lGfK5IRbL0KZzcZmc0IszkIpz+gUvN0zmtFyzpc5PoaYM48m+pTD/LY78+Wbhq5GkmYhhBCihVyVVQCo8FC/7WYZae48jO4ZLUuJVIi1zu3y8+96JGkWQgghmqD4vW9w5BT4bdMVnqQ5zD9pNsXH4CyUpKlT8JbYqJaVZ9RHRpq7HkmahRBCiEbY0zLJuepBdo08DkdmrrFdV9qAOpLmuBhcBSXV7cxE0NFaU/TG57iKS90bWjjSXFP4dPcMga6i6vKc3FufYs/xV7XJ+UXHsTR+iBBCCNHN+UyJ7czKw9IzCQDtKc8w1UiazfHR4HLhzCvCUmPyCxEcKpatIffGx7D06wmAamZN84CNn0ONiUwGZywBl2Z7n9m4SiuM7UUvf9T6gEWHk5FmIYQQohHe2uWay7rKM9IcXnukGWDXyOMoX7o6ABGK5vLWHBtlFM0cabakJGDpneK3TVksqBArKiIMV2l5m8QpgockzUIIIUQjvMkxgPYZQXR6vto3RUX4HW9OiDWWy5f82s7RiZbQNs8HHoun60kLW87VxRQVgaukrM3OJ4KDJM1CCCFEI7y1y4DfCKJ3tNIUH+N3vG/SrExmRPDRNk9phZE0t2FKZDJR8taXFL/9P/9rej58ObLzsf2zq+2uF2SUUq8ppbKVUht8tiUopX5QSv3j+bPT1S1J0iyEaDZXeSUlH3yLq6yi8YOF6AK0b3mGJ2l2lVUYE1iYayTNJp+kGWQ65WCk7e4e297+2qoNu2c4PQ+LFr74gd92V0kZFT/9wa5Rx5M25aw2u14QWgAcUWPbLcAirfUwYJFnvVORBwGFEM2Wd+ezFL/xOSlA9Kk1/14UouvxLc9wlZbjqqxix8DqySy8Ncxe5sQ4Y7lq47Z2j080n66yexbcf6iwkDa/Rs0PU66Scgr+81abXyfYaK2XKaUG1th8PDDTs/wGkArcHLioWk9GmoUQTaa1pmrjVsq+/wlARpq7qb1zr6fgqbc7OoyA8i3P0KXl6BoPeZlqPgjoM6V2xeJf/ZJuERy8I83eabRVeFibnbvnwofBbMaRnuW33VVS5telQ9fovtHF9dBaZwB4/kxp5Pig0+BIc1lZGaWlpaSmpgYoHCH3O/DknjddzHs/EvvxUmP9nw2bKE1tflma3PPAauv73S91FRWpq1g3tm+bnTPYRfyxjkTP8q7f/6Skfyy9ffb73t/S0lKWLltGxJUnE7JtD9Hf/MLyr7/DFR8dyJC7lZb8jsds+YdYwFFZhQn4+fc1uLZHtU1AIRB3+AQil6wlNTWVfp7Na5evJLqggHDP+vJvvscVHVHfWYJZklLKty3MS1rrlzosmgBpMGmOjIwkKiqKmTNnBigckZqaKvc7wOSeN92Oyx7Hd6qGIX37Ed+Ceyf3PLDa+n57iw0mWmII2W8fzDHViYazsIS06efQc8H9hB0wqs2u2dGKdhWRC5h7JJJiV4wcP540IPKYGSTcfglDhvQzjjXu98yZlHz6I9nf/MKkkaMJGT6oo8Lv8lryO57/81YKADMKDUybM7tWF5TWyP9tOwVf/8yM6dPZbjaD08l+w/ahpMc/lLEZgMmj9sM6uFN++MzVWh/YzNdkKaV6aa0zlFK9gOz2CKw9SXmGEKLpHE6/Vd+vrEXn5qqoatJXxb5lBntPvIas8+/w21+1dhPOzFzyH3y5zWPsSN7f9ZDhA3Hs2ouucK9HnXwoIT4Jc01mT62zfefe9g9SNIv2TFijy91lZjV7bbeWyfNh0lVSjikizFj27dLhbVnYTXwBnOtZPhf4vANjaRFJmoUQTVdjxixXVVU9B4rOZkf/Q8g446ZGj6vZe7Zq3Wa/dRXh/uLZmV/cdsEFWNWGrbWSGW/3DHOPRFwlZWjP774KbfjhMVOcuyQj86xbKPtmeTtEK1rK90OiCg0xumi0FW9du6u41EjIXSVlfkmzq7Ckztd2dkqpd4GfgeFKqXSl1AXAfOBQpdQ/wKGe9U5FkmYhujHtdJJ729PY/t5R535HZi4OT+skAFz+rbNkpLlrqUhd1egxrpIas5w5XX6r3pFo24Z/yDz3VsqXda7Z8LTTSfqs88ic598Ny/u+zLHR6Ioq43e/sY4L5tjqOubC5943RjdFx9M2e/VyOzyoafL87F1FpcaHyZoPArqKuuZIs9b6DK11L621VWvdV2v9qtY6T2s9R2s9zPNnfkfH2VySNIsOY9u6m9LPl3R0GN1ayTtfU/TSh6RNP6fO/bvGnMiuMScC7mTC7y/4EKtf71rRPdQcadY1k+by6o4qZV8vJ+Pk6wISV1sp+3YlAJVrNvpt15U292hkeBiuyuqk2RTW8Ff6Krq6i0blL+vIPO/2No5YtFg7f4DxG2kOtbqXi0r9/h9yFXfNkeauSvo0iw6TNnkeAFHHy1eWHSXn+keafKyroBhc1QmSOSle2mh1Q7WS5vIKtvWZTd8fXiZ05BBcFZ33g5RjTxZZ/7oN8G8ZB+7yDHfSHAp2By5vHWxj5Rk1Hiwr/25lG0YsWsNv1L8NJzbx8v7sXWUVxjcyhTVaNTq7aHlGVyUjzUKIOvl+rV65ZiM7Rxznt98UE2k8DCW6jzqTYpsd+z+7AdDllbV2d5YPV74JjCnav/WYrvKMNHvKMby1qI2VZ7THhBmibXj7NEP7/JxMke6SDO2TNNeUf+8LaC0zRnYWkjSLDid/YQQH3xFE7XT6fa2+54hLax1vCgs1HoYSnVtz/h+sryQn68I70S4XrjqSZkdGbh2vCD6+I4/ehMfLVWlDhYdi8kyA4Sx0P+ioGivPaIcRTNE2tN2nG1B7jDR7fodcZRVol7Pe41zdq4NGpyZJs+h4Pg9jiI6z95TqJLnkna/qPa7PV8/Rc+HDqLDQTv1VvPDhqP8f9JoaqmN35hWhK2onzbsPOs2YdS2Y+c7yZ9u4laoNW6v3ecszPEmyq8Az0hxibfL5LX17uM/lqnvUUQSY3fffnrZPmlVk7fIMXxGHTgbAmZXX5tcW7UOSZtHh5Gny4FC19i9jufL3v+s8pt/PCwmbMIbIw6Zgio3qsk9+dze+/w821qu5rqTYy1VYTP79LxrrEUdOM5aL3/4fxW992Yoo21/Neu3SL6ofVDbKMzytwypXbcAUG4U5uekzYsace7z7XDJQEBT8fg7t8IWAtzezLquo9cCsiggn7oozACh65ROKFnzW9gGINidJs+hw5UtXU96EVleBoO0O7NvTa213ZOVRsfL3DogosJwF7q+cXcVlWIf0Y0jOcobkLCfl2dvo8/1LhAztbxxrio2WrxW7Cp9RYFdZRQMHgqui/lZrzpwCY7nv4tfo8eLdWPcZAEDujY+Rc/0jQV2OVTNpLnm7OsnXVe7yDO9Ic+WajYSO27dZvX29HRQ6S413V6cd7VueoUKsYLXgKiv3+zYn7soz6LfiTcwpCQAUv/4puf9+vM2vL9qeJM2iw2X96zYy5l7f0WEAkP/wq+yeeAb23Rl+2/cceSl7T7g6qP/Bb42Ul+4CwLZlJ+BOHkw+UyNHn3YEYfuP8HuNOTYKx+4Msq+dj6u0Ru9e0an4jTQ3kjR7yzNM8bG19tk2uSfYTn7834SOGYYpPJQ+X/7X75jKIP7wWbMHtTOnAO1wUPb9SipSV6GrbNUt5uyOWnXP9Umafx1Jj1yPCnW/VlfJSHMw8B1pbrfac7uDwqcX+tU0J9x2MdZ+PTFF+3docUkLz6AnSbMIGs6ijm+9453dzPuPP0DRyx/hSMsEutYIkW+NqbV/L8A9wgzepDmyztd5mWLdSXXJwq+o/HV9O0UpAsF3xK2xkWZv0tzrrYcw90j025d761NAde0ueH5PfGZAK/n4h0bjceQUYNtc94Q77amuciNXSTlFL38MgO3PLViH+kyZbWla19bYC04i9rwTjfpnKc8IEu3ccs6P9/8xixnl+b2p+aEr64I72zcG0WqSNIugsXPoUR0dgvGPvX13prHNmwhAHbOhdWLe0cWE2y+p7ida6pM0RzWWNFfPdGbftbedohQB4VPH3JSkWYWGEDp2OL0+fKLGTvc3MebEOGOTMpsxxVf/rjRl2uC0iWeQNq3uCXfak7OgCADroL6ETR4LeCaj8ClDsg7ojWVgbwBUSPOmOqguz5ARxWDg36e5fa4RddIh7mvZ7MReMpchGanVl/TUPHuVf/9T+wQh2owkza1U+vkSvyesReemQtx1mrpGbaOX7kplCJ5/MFSIxfia0Pv+dBNGmkNGDq4+lSTNnZrvSLPv73j+/FdIP+RCvy4prvJKo57ZHFtdwmMdPtBYVlH+I2jmhLjq13u+UbLv2FPvFNve2uJAl0M584ux9O1B/9/eJe7SU92xFJVg37EHS58U+v74ClD9oUA1caTZyzsRipRnBIdAPIQeMmqo+1qVNqhR/16zHt7cK7nd4xGtI0lzK+gqG1kX3kn6rPM6OhTRBpzFpRS/9glQf21ZV6ndzf2//5Bx2o0AKKsV5RlpduYVUfb1Mhx7smvV29UUcfCB9FjwACoyHGdm5+jDK+rmmzz4TvBR8PgbVK3b7Pfz1ZVVxsNwvnXvcRfPNZZNkf6z4JmT4qrP7ymB2D31rDqn2K76a3v1tQLc0tBVUIQpPgao/ialfMlvuAqKSbjjUkLHDgfA7DmmOe3mwDdp7jplXp2ZttuxDnM/qNpe5RnK6kmMtUaZ60+5VGgIoeOGt0sMou1I0twKzvyijg6h0wrGB+oqllaPetXXi7bm0/WdVdErH1O5agPg/offW1uX/8BLZJ7rnkbY0q9Hva/3ijr6YEJGDsGZk99+wYr251PfXvZN7WntfX/vXUWlRrKsfGoyLf16Gss1P3DFX3O2e5vZjKu4FGdeofFNR81e31We30twt7Brb66yCsp++Blw/51uTnA/4Oh9DzZPEh/qGTEEMHlHzq0y0tyZaZvDaAvnW3fflvy+jWig00rIfvs0+hCu6HiSNLeCM0+S5harZzKFjkyms86/w1i2bdpG9nUPu1uw+fxF11VGmv1YLSizGRVR4yv15IQmvVwBFcvXUvTqJ+0QnAgE35Fmx449tfb7Js3OwpLqkValCBk5mMT7r8bSvzpprlmrGTFnIoO2f0vMucfjKiwh794Xqs+XkWMsF7/zFTk3PGqs7z31Bpz/3955h0lNdm38Tqa37Z1dlo6CgEoHUbAgih3sFT8RxVfF3huvBQsqKooNRMGCChawUAREpIlKk162sbuzfafPZJLvjyTPJNNn+77md11c106SSTJhJjnPee5zn1a2Nax+5HVUXPMgPHuPwHeklNQ1iBlnpswKAMSfGQBUacLnTzRo1iqWcx0Knw+U0OGxtTTNUAeeH9EyzbTJELabpkLHQgmam4G/pp783Rm6XXUkImrJOkijE9ev22FbtByuddsAvx+Wq84DAN5vsxPDVNbgcOYY2TLxwU8Z5e2ATeNHxbVPUc9c/fBrYKrq4Dt2HLYlP7XA2Sq0FT4hUKbMRjBWvjuZ9AEuHSyydQ2g0wJ2cwXrFyJl2uVQdwnMTESy71KlWMDW2+BcvYksYyRBc9Xds+Tntf8YHN+uRWsifn/dW3eBrWuEfnB//lwF3TJTyhcFk+AKgSw0pY7foxkIeFsrQXP7w7o9YMqroSnknYNaTZ4RI9NsPGsEzJePB23Ug3MqmeaOjhI0NwNZ0Ky0E06ISF3HOpoVk9jsQ7TW6uyFgJ4doZ3+KA2f/ZIGOoZxw2JqmkVyPwtkBr37jqD0nFtgveM5JTDoJHAMg8opjwMA1F2y4K+sAcdxMvmZKF1iyirh3XMYdJjGJsS/OAqiTaHfGpDzMBFaCOcsfhGgKPhKKsKubyloIRh2bfgTAKAbwgfNtFEPymQgmWZakj0XNd3BXd5iQd6nZBTbHd+BIoBloTv5hNY9kDTTHEYCkvv5y8h++wlQJkNM5xqF9kcJmpsBI3EMUL7sCRIho+zavFP2uq3kGtJslxRWCJrVQtDcmS3nfKWV8IcJUETbLJluNQG9vm5gH3TdvgQA4N17lFiKMZLucAodF84XmCVT52aCc3vh3rwTtk9XkOUN738F129/onExv8yz53DIfgCgy0/zkP3hzIjHkhYOiojyjODZJ9P4UVB3ySKZ3taCtMX+/W9Qei20QgdDQC5RknZAFLXJic6MqXMyAECRMnUAxEGh6FjRWs1NZBKeaPIMo6HFBlMdsWbofwUlaG4GvsMl5G8lc5AYkeQZFVc/QP7219twJOt0NH78XaueC+X2omjgZWHXib6tqiwhaO6kmWbn2q0oPmUyqu59OWSdKiMVAKDpGWiRLS3qigd1QQ7o9GR49wWcD/zW8BlEhQ6GZNZHLII7ftF/UPfyAtlmrs07yLLsd55AOPSD+8N80biIhwpnYyg2FBJndSzXXYAuP/KaZ3VBDpiSyng/SZMQ9df+qlrQSWaZDRhx/dBqZNPsYiAUacYsEqJO2r15h2ymUqHt4bz8TJjoUa+VFHq2JNLvUzQNPGXUt0jyjSmvwpGs02FftqbZ+1IIRQmam4FPmLYDAFbRIiUEF1QIqB82ILBOCKj91Xymsnb2wlY9F+3+4ojrxAc5nWQCZTR0yqDZV1KB8ivuky3LXfo6LNddAADQncq3x879/GXkLpmN3CWzkTnn4YSOQVEUdP16ypwXKq5/pJlnrtAWSAewdEpSxO1sn/1I/hat1xI/mPwlZdTD/s0v4HwM+b0bTx8CvSCRUBfktH6mWSfJIAcVw4quMrRBLj0RtczB97GYx5JkM52/bIkoTVFofTgv/71XZaQg75s3kDP/v61zIEmgTEWRMNEmPtPMsYlJfoIR6xOkBbUKLYcSNDcDzhXILitWMQkSlGmW6mdrnnsXgCR4bmUPYHUUFxT7kp8B8Dc02mzolJZzTHG57HX6s3fBOGYwMl+5H92LVpFMiDonA8Zxw2AcNwyqMNPosbBcMxFsdT15LdWtKnRcpIGfKj05ZH3ao1MBIKy0J1GCXTXSHr0V4Dj4a+rJw17stgcAmvwcMOXVCWd0E0FqL0mb5OcnBs3SIkAAgYKuJhQuZ7x0LwDAOv1ZFJ10CXylrZtJVwiPWD9D6bQwjD4l7hqORJEWi1KGyEGz+NtIdNbas+cQDmeOgfvPf/j3C78VVqkpaRWUoLkZcG4PqSJXrGISI/ghKB2Be/7ii9XIoKSZI+9YUEEPPss1E0O3MRlAm42dshDQJwmak6dORtL1FwIQ2hsHBTHNQTegN/mbMhlAGfWKtq4zIPkthmuukDL9KgAt4/hgPHsEMl68l//3wgxi78Yct6L6wdkAAG3vgKZYnZ8N+P1gSq1oeP+rVpnp4ZyBoDk40ywGMnRQ0Cw2rGiKa5Jpwmmy197dBxPeh0LzEb/PidoGJoxU1hMlaBYbAiUaSzgFj3HH8vUAJIPABGdBFOJDCZqbAef0EFsixSomMYI1zZQhMEUqPhjbzJHEKz+XrDkPo8dxuc0VbTaCMhs7nTyDY1m41m4FnWRGj+NrkfH83S0aKEtR50uaWyRbwDndCRUUKrQP0kyzOi+0oQ2l0xLXC1VmGrrt+77Jx6IoCsk3X8r/u2US1Jm8nr7sgjvgt9by2nhzoJugqK0vHnolqh+dg5JxN6P6sTda1GWHlcwYBv82xECGssg7HJIp9yYEJirhM5PjN7SuDzU5jtON+ve+itjtNBE4hkHNzHmdW5ctPIOk8pzWQBqUR3OYaWqmOdgqjwwCWznZ9G9FCZqbAesOBM3/lkxzi2UOg4Jmw+lDAPAyDTGbG9wprLWQZpozX3uI/yPIf1WdkwFarwPr7jxTXq7NO3Ek+wzYl62BccLoVs+o0CYDTBefCQCwTDobQOd2G/m3IA5gM16YIQtYpVBC8KjulkfueS0BKTgVziF3yeyg9fIgnjlWhob3voRn1wHZco5lm3xvksrsZJ66CAQyousFWa5qmqY53DH8bRQ0N8xfiprH5qBW0limqbg2/o36Nxej6r5XWuDM2geSaU6wFXqiyOUZkRMW4oCNTbSZjxg0C99/37HQ5kTh4Lw+NLz/VatKn/4XaVbQ7Nl7JHKTin8BnMsdCJr/BZrmhve/wpGs01sk2yr93lBGAyyTx6Nw1zKYLjmTBFrSh1lrQkmyVuLgJ9h+iNJpQRl0ncZ72LVlJ45feAd5rRZslVqbnA+eQc+qDdCdwhcXdvZmMP8KBImBKj0FdFr4QkBSENfCuk91bibMl54VeN1FHiQHvzZfPh4A4FyzBbavV5Hlx/peAOu0Z5p0DtF+0+LnVmXJu2Oazh0Ny5UTkPHsnU06phT7stWtniBgHS7UPvMOADTL99q5ZgscK38nAV68AVpHhGiaWzlolvk0Ry0E5Aemx6+8L+I2YRFjZpYPmmufey+ut9W9uhDVj86BfenqxI73L6fJQTNTWYPS029E9cOvteT5dCo4t4dYEv0b5BnVj84BANi/+QWMUJzHebxo/PzHhG/6nCSz1P3wD6A0aj6bazGRQEtaoNOa2lhKKs+IchxKr+s0TWyq7nlJviCMqX5rIgYbihVjx4cMYDVqqJLMyP91IbLmPibbhgSPogVbC2K5+vzAcYI0n9LpbMO4Ycia8whA06h7eQGst80Ex7JgyirB1ttgX7ZG1pAlXjiPROoRbNUr3A9UKRbZYkqnRdZbj4UE9fGS+uDNSLrpYgCA5489rW6r6T1YRP6O1so5FuVX3Y+Kax8iGXamsnWLtFsT8f+9LTPNwd9v2fn4+PORFlPHdwD+S9vw9ueh+4zyPPPs4rX0lLZ15Sn/azT51yMGNI0ff9dm0+gdCY5lwbm9/8pCwKp7XsTxS+4CALg27UDVnc/jaNezUTPzHTQs/DaufYhTQlSQ/yltNvK2O34/aW8LtK47CeVjQOm0SLn7OiTdcFHI+tyv+IEhpdfJAvmOjKjTS5pyKVLuvg4pd1zVtscXCqr+DTMwnR4hABIf7roTe0DTs0C+jbBO061Lix8+Xvu6vCWzQWnUssDduXoTvAcCAWGwt3Q8SPXRoYWA/GvDuGEJ7zcaaQ9MQebL95PXrK11JRq+/ccCx0p0+j8MYna+MxZGi4hBKlpZtkbFWQhoGDOY/J1IYyhpl0G/0FhKJFrSwvuP0KColZq6/K/S9KBZMr3+b6z+5QRtK20xAlrNv85yTmzsIg2K6t/8FNX3x6lxE4swgm5YtDkQbNW9OJ8sb02rN8rLgE6xIP3xaWEzAZquufx2Om2nkWdwXi9MF45F5kv3Iv3xaVAlW2K/qQUJZJr/Xb+LzgjRNEoHr0F+zaxgy6iR2MG1FKq0ZGR/9BxyPnkh7Pr8NR+SgSsQaDQEABXXPgzPTom+uQkBEAmeAGhP7C5blzx1MrqsfA9Goeaipcn7fi4AoO7F+S3q2cz5GJSefQuc67YBABih0ZCmRz7YxubfS8X7vyxL38ngPD5edtfaQWO8mmaTAXnL+e+DZ/ue+PcvOX3fkRLZqkhSSo7jwAhWh0qPicRoRqY5EDw0ZUqssyNmHGm9DrRRD9bRuTPNsXTKIW4XYqVvEzOv5EEdEjTzuq76NxbLlnslmZLmwlTVke8s6/ZAW1QR3T9TWEcbOk+mmbW7IhZ1tQXi90PJNHd8xDba0mlkVao8aGaqeM9tTWHLB80AYJ54eogVm4huYB8YzwgErcH6Ys9fewEAlNnYpDoIzuOD6fwxSLrxYqTcdqVsHW3QQS/o81sDw4iB5O+GD75usf36rTXw7NiP8svvxdETL4Rn+z+ARg3doL4tEjQTWSbHwXe0DM71f8T1Po5l0bBgWYeYnea83lbPMgPyxFA0TTMAaHvxXVmZRHTnbECCIXqdk1WRnuuS53lnkRx2FJoeNHsDQTPTys0nOiLijYcyG4VOPk0LDjqCrKNx0XIc7X4ufMeOR9xG7NYlImaimvqDi6Qno4RAzyY0FRE707n/2N2k40jxN9jgK61EUb+LcKwv3w2v6u5Z0B4ui9qkQAyaKb22Q9zs44GzO1vNrD8exExzW3+/bV/8hGMDLoVnzyHYlq1WOq7Fg1AIKLPGSpY3txGn4dWtIM9IFHWu3MnC8/c+0BkpUOdnw19VB/s3v4QED9HgvF6ostOR+cr97TLQTL33RgCAe/POFtsn5w/YjbHV9XCs+BW0xQQ62Qx/C0tBikdcg/LJ98S1rfOn31D94KuonfVBi55DU+C8DChdKxcBQi7PiKZpBgBaaCqVyMBGmu33HSnl9yM0KYokn+Fkxe9KYiMRWibT3IwHE+vyyKfXOgliEKnKSOXbKzchOPDsOYSjhefA/t3a2Bu3IrYv+QDVetfzcPz0W9ht/MEaK2FKM1zmNZ6iPWL3o5cXIRBfVJqCpm83JF0zEZRBF7djR93shSg9//aw68rG34riUybLlrk2bOfPJ4zvq/mKCfw5CbrGzqJp5jgOrN3Zrplm8dgtoZ+MF8/eI7D+5zn4K6pR9/JHsN76DCpvearNji+FY1mUX/0Aqp94s12OnwhkFkklmUZWyS0XdYP78ZsEeQy3B/rB/WWvmTIr1DmZUGemwrHiV1ROfQpVCRSocx4fKE3rB0+RSHvkFliuOk/WhKi5hLtPsbUNoC3mFsk0y3fMB+jxtH8WAzymzNqy59AEOK+3TYrgpF0wg593Idtq1KCMevgTuG/KEpiC5MIymXeZiSjPkDzvlExzYjQj0ywZqTRjCrb6kddQetb/dbpstV+YrlRnpYGtb4Tju7VwrPw9oX14tvNtL52/bGnx80sEUS/s3rQDlbc+HXYbMWhOvmUSaIsJ/poGcCxLjPKlD9N4dL8k06wLqpYXgi2mzEpaOVNGfdwuDLWzPoBnW/istDgKJ+fAsoDwsAwXNGe9+Qi6HVhBMnCUXgsw/g7va8k53QDLgjIbYm/cSlAmA9T52fD8sQf25etb/ZrVvbkYFdc8CKhVMIwdCscKvjsWU1HVqscNR+n5t6Py5ifhXL0ZDfOW4HDmGLh++7PNzyNeRCcEscudFNP5YwAAuV+8goJNi1tf/xkHlmvOlzluAHz2WdM9n7z2CC2F48LXNhnHaNDpyWDrAjJHjuNgvedFNH72Q5P2FykQopNMgNfXIg1OgoknsSFeZ2lQ7z1cjKqHXmvRhjXxwHl9oLRtIM+QBs3q2Mejk8xgG2wxtxORXjfmOD8YUWXzun+xYD/ae5S6k8RoUtDMVNXJuhg156J7/uZbJouFBZ0FMYhUZaSQv22fJnaDI9lWSeBo2PoPDreQF3K8yBpQqEIfnEBA05h86+VIffgWgGXB1jVKPkNgBB1PRXW49wGQZUcp0RvWEH/QTPYfR3tbv7WWBArhtGYUTcu0neI2XAdvcOJazxf/tKummaKgHzkIjh82oHLK46h79WMA/MxS5bRnoKqMvzo8FhzLonbmPDCllTCMPgWZLwV8TsWZi7aCY1l4tu0mQbtIwwdL2/Q8EkJ0sgl6oPes2oCchc8DAFTJFqK3bG8olQoZz90F7cA+ZJk6NxOaXgHHD9bmjOsewHEcOI+39b16Y6BKTQbn8pAZy/LL74Vt0XJU3RW+ODIW4YLinMUvBqb/m9hQRZWZFnFdrH1WTnsGFTfyVobSxErd7IVonL8U9uXrI721VeC8TJtkmoNbsMfcPjmx2QCpPMMlFH6q87LIsnA1Z3J5hpJpToQmBc1F/S5C5S1PktfNueh0Kq+98R4qbvI+2gPxi0inpQQW0ollYYi5uiTLkfTFL6S4oq2QOX9E0PaKmXVVZipUmSn8suo6PqOhUQMS70/Wzu+P8/vhWLkxrFyD8/DfmeAMjzTQE28AlFGfsPwlnkEHU1pJpqGjFQKKiA1CvPuPJnQubU31k28BALQn9GjX89D0CGT+vHsOAQAcP/wK+9LVSPnkpxY7ju9oYAbBcu1EaLp3IT7DdErbuob4rbVhlztWrI8ofWpvSFc7dfgBc0eEtphQsOZDmC44AwCgO7WfXLbh90f8v5BBXHzaOWgWrEv9tQ1gyqvgirOwLhLhZvsMIwfxmWY03Y1I6jQSTMWNj0Z9r7SJhjQTLgbiYgIt4rGb0fUx7P68bTNYSrQTK51kBttoR+mEaaiftyTm9pzXGyKb0p18Avm7/Mr7g98i+39UMs2JkXDQHBK8aNTN6twmfqE6gsYpEcTpJZlGKcEGEmLGUlZdK+rDWqgbHlNVh+KR16Lho2/gXBNeBiKdOo80Reavrgdl0IEyGaDK4H+gvqLjqJ+zCPAxSJ1xQ2Db+kYAvAVdxbUPw7lqU+gxRcu+oEwzFSY7ShsNcWWapTfUeEbq0gpl7YmxA0zjWSMAtQqOFRtibtuacD4m4sOD4zj4K2uQPP0qGEYOauMzk6OSDCgdP/IBo/W2mS16DKayBiUjriWvDcN5NwLLFROgH30K3Bv/gltwV2gLRI18ONwRZEPtjhg4dqKgWSRj1j1IvuMqmC89C7rB/YgLBsAXOMdKxpD7XTvLM0TvaaasMqQg0P3XXti+/BneffEP1sWZHZGUu67lCwHFoLmJtQacN7LMyrsrfutZv0SKIp6L4/t1UbW8R7uNjxmYJwLn8bX7DEM4VElmuH77C57t/6DmiTdjDhSYyhrQkhlR/aiToe1ZgLRHpgIAvPuOhLxHmp3uLMXtHYWEg+bgoj9VSlKzun6xdXyA5T/eeYJmjmFQN3shAHm7ZSrBTDOZQpNKIoSqZ79wXaR4DxUnPNJ2LF8H36FiVD8wG+VXScz03Z5ANpaRTGNG2L+/qhaqzDRQFAWVMDvQuOAbsj7puguQv5qviBYHQO6tu/hdhisWFDMhQTctaeet3KWvA+CzwGwcgwhpxlzMUksRpyZFmONW4vma9dZjIdsHo0qxQD98YNTAKF4qpjyOw5ljUHLGjQm9j+M4HMkbh+qHXw+7nrU5wLm9UGenh13flliukehOOQ7+mvrA6wR/K5GwLQlkrHO/eEU2LZnyn2v4bRYtb5FjxaLipsdhnf5s2HWaPoWof2Mxikdc0ybnkghExhCH3rKjoc5OR8bTd4A26kGpVMhZ+DySb+dt4+pemo+SkddGbRsdaKXcvl3R9CNPBqXTonHBN6QgMGnKJQAA95adsE5/FiVjboiyhwCcxwv3xr9ky9KfuA0AQFsSd2eQ7TtabUICAajvQBE4rw+Ni1eQ4jWmtBLWW58B52NkHQwB/jNxLg+cP7bgbI2vYwbNdLKZONoAiNn7wLv3iGxWMU/wNE+99wYk3zIpRAIJQG45p2SaEyLhoDnYwolOtcQV0ERCLCJsy0JAf72ND1jG3tSk99u+XBl+RYKZZn85X6QkCyoFz8VgHZJ331GUjLwW9a9/ktAx2Fp58O3awmcxSs/8Pxztfi5//KAbYbjA3F9VR7Ihoh2VZ8d+2TbqfL6lrE/I7ojTo8Eez4BQhKEPNZaX3sSMQoekeDPN0uxJ1b0vhawXsyzkM9U2gHU44RrclxQdxkKdm0Ey6U2F83jhEPR73n+OJKRfFwetjfPDa2TFax7sZdse0EE68dKzbyF/Uy2koxObtpgnnQPjmcNl60xnjwBl1KPx4+/gjjH12xKIOmb9iNAMv65fTwB87Ua4AXF7wnXiTHM4tEHdDMWC63CEk8i1B6oUCyxXnQf7d2vBlFSATktGxov3gjLqE56FDZ7RMF96VuA4aXxGskntxjkOkMxEpj12q3wDry/svT4StqWrUTVjlizB4VyzGUfyxqFk1HWwf/NLYNfNqHnifAyqHpwNpqxSvtzja/f/93AE2z3GarHOlFZCU5iHgk2L0XXLZ/KZa6M+bCZZKt9RMs2Jkbg8o7Ze9lqVktQsyxJRhhDsA9ya1DzzNgDAu+dwk97PBGXFjeeOBhBZ2hAJMaMgCwiFDBwb9GAVs3TO1Zuj7pPzeFH/7pckix18XY9fcAd/bMlIPvhGV/PoHHj+kV8bf1Ud0Z6J2WCxADLrPd7WS2wpXvvsu/Ds2E90U+EKRDh3ZLufvO/nIufj58lryqCLy0vSLzmOtn/PkPXBukW2wQ7O4QIbwwZISktYNgUHTVJ/bH+DLWoQTXw4g5pPkPcLQXVHCJoBQDf0JPK3mFECAJW9edkNjuNg+3oVGGHgmflKqG4PCPy2ws08tCTSorPM2fJzSXt0KnRDB5DXxy+9u1XPJWEidOfszEjdNSqnPgXP3tApaiCgre0In13TpxvgY+DZdQDqLlmgKArq3MyEC8xdkixzwe+LkPX24+S1uguf2EioeYYIIy+sFJ97UhJx0qq6M3CPN4wbBt0QuZVgzXPvoebZd8GxrGyWKlG3LtfmHWhc8A2sM16ULefdMzpe0Cx12wBCi+WlcBwHMH5Qei20vbrK6kjIvry+kMCYPPO1GiXTnCCJB82Si286fwxUmalNNse2LVsdaOXYhm4R/ur6Jr/XtnQ16mZ9KFuW/cEzUOdnJ/wZfEV80CzL1AtZ3kg3Bn+jHY2ffAfP7kNh19e+OB81j78Bx7e893O4c6p6IDDdw3m8ITfDhg++RsX1jwinw+FIwVnw7jlEmgpIdceG0wfDcunZ/HKKgmkiX5jjPVRMOo01Lg6dHuc83og3A8OIgTCdN4a8poyGuAZm0uBcLKwhx/MxsoIxgA9eWbsTXIwuTVJoixFsbQMcPzZd18zWy+2EfMf4ok/O48WxXuej/OoHI76XqeRnZMI5Y7B2J9FwdgR5BgDkffkqCjYvJhZIAJ9J0R4uw/Er7kP9vCXwHjiW8H5da7fCettM1L3yEaBSEaeVkOMLbYqlXbNag/o5fAfLrLmPQdunG2ksU7jnW6TecwNM5wW63Xn3HIL7z39QNnE6Km+b2e4WhuI9nTK2n0VhS5Px4r3osvI9GITZB4ckaylF1Ht2BGcQdQ7/G/H8uZfM2qnzsxPWH0sDTFVasry5htkIOj25SUGzGGiZLx+P3M9fCX8PamKBIRCYZcx4YQYAgDlWhvo5i+BcvRmcZL/2b8P/X0bcryB/DJ6t5NpQnqEb1BeGMafGtS2ZHRbP2+ONLMuMMeClhQC87ILpsuViplmVbFF8mhMk4aBZ+sXLWfg8KJNR7r6QANZbnyF/t1XQzJRVwimpYo/HU1iK4/t1IctovQ6aXl0T/gyiLycnacFNCQL94EJAsTiErWlA1b0vo3T81LD7dAs96/3CjIDMTk6g8aNvyd8NC5aFPznhR2r/8mdStGcYzf/opZKK4K5z6TP5TDbn8ZLA37vzQEgWnnV7Yxq9k2OY9GBKKlA5NXqjCtHbkk5NChl01M/9LOz2rMMFLoFMs/gAqrih6QUp/uCgWQjmGwXtrXvzjojvE29w4aZBi06ZTPRvola7vaFNBmh7dkXhzqXocXwtsuY9CfMk3njftXYrap54EyWjr09IPuE7Wob6tz4NHCPZHNE/2DBiIOjUpBaRf3EeL0rPvx2u3/+WL/f6UDdnEQxjToV50jkAgK5bP0Pmm49CLWT8NQU5yFs2B6kP3gwAKDt3Gtxbd8H+9So4fmjnwlLhXhPv77EzILa/zv3sJai75ZH7YjCOVZsArQbaAX3Crm9L1DmBToea/BwAgLZvd9k28QywWIcLdJIZOR8/D1V6Suhx8rJCZkvjQZw51A3sC+NZw0PkbkDznuPGsUMBAIYzhsjsBJmi47LnWCLSEqayBl5h1jT4ntmWhYD5qz9A3tI5cW0ryjVzFj6HtMenAQBsi1eE31Z8rkYIminB7s4b1EBOvBZ0ikXpCJggTc40d9v3PQBAnZUKxlobVzcgKcEjJ66Z07Xx4t13TPban+BUe6QMMG02JpQR4BgmEAB5AiM9WghQWaebZEIBkLajovVbxLbPQvBQ8+RccAwD1h74fKkP3RyyuXcvX5Hdo3SNbBqP0mnh3XcU1jueI8t0g/qGvD84ABSL7aruniUr7gzO8iIBux/xh2+PkC0SsX+9CpRBB+2JPUJcXmRFaABAUfDsPpiwPEP6f9wUnZ3vaBnJLEuXAYBrEx8sa/uFOnnYlq7Gsd7nkwFPOOsnaQa7ra3WYkHRNCiNGpZJ5xDLQill50yVTStHo/TcW+HaEGgWElzgGYw6JwP+ymqwNgecv2xpkm1V48ff4Uj+WfBs243jF98JX1FAUuPdewSc04WkGy8hWS1VRiqSrjpPtg/DaafCIgTVUhw/b0z4fFoSzuUBKCrqNHBnhaJpmM4eCffWXWF9m50//QbzhWNjtjduCzR9upG/1V34gta0h/9Ptk2wpNBf24CaZ9+V+TJzDhfUXbJks3VSVOkpTdLVk8JvoXZHlWxBzsLnZNsEz6LFDUUhZcb16HF8LbS9C9Fl+dtkFVNVJ8tgJ+IxXTpuCqofeR1AqHyS8/qAdi4ADUf6U7cj+bYrYDxzOHGCCdZji3CxLBMjJBPEa0GnWMApPs0JET1oZjmYVm6V/cBIVkKYDlV3yQa8vrglD0xVHRyrN4dMCXAeb5t0BAoOWNjGxH7kkRp30EnmsFndSLCSQYL4uTmOAyUEza5ftuJYn4koEzTIwYSzZgt3DOnI3zQ+oEETi0Nsn67gM3U6rWx6ltJpQwJNdUE2+bvLCv6mlnqf3P2BDupCZ57MBwnefcdQ/87nRFvIujwkGI4FbYy9nWfHftiXrUHybVdCnZ8tmxHx7DoYohE3nXca2Boh05/AA1Oa6SkZcU3CU+vFw64iWj7dkP7Q9utBgmbRyzj4e+TZewTWafysjEe0T4ti/QSgQ3Rui4RakgXPfDOQsa+c+nRc7w/+v0y9M7ojhSo7nW9Z32MCyq+8H7bPfwQAVD81F4dzxsZ1zODObBU3BQaYYnG0Oj8LsdD0yEeP0jVInn4VtP16wHzJmbAv+Rm2r1a2qAdtIrAuNyiDvkN/Z5qDujAPnMsD2+e804pr4184nDkG9fO+gL+qDtq+3dr3BAWkzkEaoZiRtphIV0ZAXkwLAA0fLkX9nEU41vcCsox1uCLKlQBAlZoEtgmFgLWCLFGVHpC+Gc8aIeyUHywev+g/IWYB4ejy4zx0P7YSBb/x1nimCaNBURSRGdAGHbI/4O0p/VW1JGimTIaEgmax7gYITTS0VUfARFF3yUbGf+8EpVFDlWIBnWKBvzb8IIeLIc+IJL0QYw5VslnJNCdI1KDZd6wMae9/D9vngQcG53LLshLiiDie6R7vwSIU9bsIFVc/EFbH2BYSDdFdIPm2KwAAzgRaXzOVNRGrg2mLUaa7ioX0s4ryB7amHpTw4BQzs949h8I+TINlEQDgK62UWQ2xdqdshC7q5AAQWyYgMHKXZlsooz5kGkyqjdMPG4CeVRuIw0W4bQDAOH4UQFGon/sZap6cizohY845XXEFw/yJxZ4Qcf7KNwNIue0K0Ea97EZQeubNsH3xk6yBScodV5O/E8k0pz4oz/w0Rw+Wt2wOtP17gTlWBt+RUuI6EqwLDFf9H22AKZ0x6IgYhQxY6kM3I+mq84hVIW02xhU40ulyvbrl+gujbq/OyQAj1A8AAdeXhrc/B/z+uKQbGslvB5A73ojFttG6pUmhdFpkPHMHCtYvhOnCsQAA6+3/heeP8BICzutD6TlTUfvCB60SWHMuNyhj+2daWwuxq2fVjFlwbd6JOsGBqOYJvgmQumtuu51bMGLiQtO7MLAw6J7KcRy8B4vQ+Ml35B7KOd3wHiwCU1ENz597o3YDpVOT4TtSCuudzyfknECnWqA/7VSYLx4XOF+dFvlrPkTe16+RZWKxsuycg56b+iH9eelW3+7otn85km66JOQ95ovHQTugN+xfroS/qg6UTgtVRkrMJiiRCJdpbm+rwXhQpSaDjeTYJAwEIgfN4V2nxBlrTe9CcA5XyIyxQmSiDrM4jxcwygvnxAyhmJUQC3z81tijy+pHA5oeZ5juWGy9LaSAq6VhnfwoPO3Bm9EwbwlqnpyL5GlXgIoRmPmOlKJ4+NVRt2FtDjhWbpRldCMhzViLuurg6l6yPsyNzV9exWemJdmh+jcWhxyDtTlhvvQsJE+/Cqq0ZCRPuxwN734J3aC+6PLDOyg7/3ayvbSVNKVRB7KaAPK+eSPmZwqHtmdXqAtyyL4cP2yAr7QSrNMdNvAPSxzSH9bmBGgadGoSXzgYxqKOTjLDL1xLqXwhEU2zOjMVaY9PQ+2z7/LHdbji/hzi9DBlNqLb7m94LXy3LrB/tYp0GTSMORWuDX/CvmwNmQ0IkbYgMDMjlbhQZiM4uxPmi8+M+/O0B+rMVJR+/Dh6TOC1zbpBfZF6342om70Qda8uROqd10aU7vC2Vwyv4ROzLDEypCqJVhTgJTYN8wNafs+ugzI9qfdwMWpf+BBZcx4GbTKAsdaGSIOkA1AxmxVOPxoL7QkBzapz/TboJW4jZPm6rfD8vQ+ev/dBd+qJMIVxLWgOrNOTcKvfzgSdGvite3cdAFNcLluvKchp61OKSN6Xs9Ewfxk03fLIMjEgUhfkgCmpAFvXiKr7XoZ70w5S6AgAJaOuI3/T0TLNgu2c7fMfYZ48HsYzhsR1bpzdCf3JfUMSI7qBfWRJsxApHOSyRuPZI4LOJ/Iz33zJWaj97zw4N2wHnWQCU1QOpqgcnl0HoRvQO67zJufvDdY0ezuk5VwwdKolopxGLLaPpGk2XXAGap9/P2S5Z9chqLLTYTxzOBre+QKeHfthPGMI/NV1qLjhURjPHonUe8P7gjfMXwbXxr/wdfcxvY/1v3h12I2aAcf4D3bfv/z22Fu2D9GDZuEh76+uh+PHDTCeOzokKyE+KKLJMzgfA0qjlo30pJZm6q65YIrLYf/2F6TeE/ofVf/25zCcPgS6k3rF9aGiwbk8oI160BYTkm66GI0ffQt/dT0p2IlErCknMYNd99oncQXN1U+8CYDPLLBC0BwuW68uzI2oo7Z99gOSrplIXquy5K00WZsDrM0BVVYa9EJbzfSZ/0H6k7eDomlZq03+XAIPTve23XBLCp6iZS6C0Z7UG5qeBTBfciZ0A/tA26dQ9qCyf70KnMsNOl6HhzicD9hGO2iLERRFgTbxQTPHMPLK8SQzsWSTSkM4Q2LZBtl7E8jUiLKLtIduJg81VVYawHHw/iNYYgnatMpbn4amTyF0/XvxDjMUBTrJJJuaZBvtpDsjwP8fGS8e1yFtlILhDDpZsGuccBofNM/6EJzbi/RgD1gBf3U9WJsD6c/ehZrH4xvIBU+/279cCbvEa50plTsJlF/1AJhjx+G+/kIYzxgiKyLtfmwlyibeDte6bWDdHtB6HfzVdaCMhqiBSiQ0vQuR+eqDqLr3JTh/2Yq0+6eEbOPdHbhXevcdbdGg2bl2K+xLfpJnNv/HUKUE7Bk9Ow/Ad+w4KKOeDKw7UqZZP2wA9MMGyJZphf8bw5jBsH26gp8ZEW6Jrl/Cd3mNJs+Qft7yyfegZ1XsQlSOYXib0AjPAVVuJvlb7D8gRZxZTX/2LiTffGnM44lYrjgXtf+dB9++o9AN6gt111x4tv8D+7I18QXNNE2SLpxXXvTPeX0dwmowFqq0ZHgPFIHz+0nNhIgoOYl0z9f2LkTKjOtR/9anJA4D+Huepns+NIX84MwvzLZV3vo0/+zftlsWNHMcB8fy9TCeMxIN732JjBdmYMSkM40pFsvJLfphWQ4VNz46FEDnDJrF7nS2T1fA9ukKZLx0Lx90SoIGEjSHGV0CvIC96OTJME44De7f/4bpgjPgXL0JvoOB9qbZ7z2FyttmwhNU4QnwAXfNU7xtVO5Xr8U9Ko4E63SR4NB45nA0fvQtmOPWmEGzNIAUs1zSwpm0J26Dfdka6Af3i+s8RN9Yyqgj8gxdv56yVqSGsUN5eYYQNCfdeDEaFwacL3ySFrGs3Um6PYmDENbmAOdwyQJeiqYBLZ9VJxkMQWIjy+gGTacF97aPRsHa+fL3BgfHKhqs0x3iRxkJaZGpGKgEw9qcpCBM7ArHlFpln0lqGi+VhvgTLJqTvjcRPZhYRCj+PwGBLItY6Gk6fwx5EJadPx09ilbCX2+D7pQTYDx7JOpemi/Zn0MWNHNuj2y2oDOhkvhO+6IUWPoEWZe2bzcU7loWsdBFiliVn/XeU2j8YCnpVCki9Y/mvD4wgm+271gZcMYQUKrALBQtaSNfN3sh0h6YAvuyNWGLG+OBoigkXX8hvPuOonHR9yGzRxzHwbF6E+hkM+8r7nTD8eMG6Ab2IZ67zaH8ivvEAzV7Xx0Vqae5qGc3jh1KXEs6iqd5JFJmXAfdySeAMhtg+3QF/OXVsloKTa+u4FxuWROUaAM48fcgwrFszJlWMXETab8URaFw51IUDbyMeKfLjuHgg2Z1VlpCgao6JwOq3Ez4y6ugzs9G9oJnUXb+7XD9HrtomLHWyu7/0gQHa3cCPgZ0cscqmA6H6cKxcN49C56/9kEf5GUdS9MMALqTegOMH55dB6A/lY9POKcbqvQU8gwWn2ORumfavvgJVXc+j+RpV0BdmAfjuGGwW62cMSsrMfuxGHB8zNmhsz4JuWf4jpbxwY50Gl/4EdW9sjCs3s4jZNBEOYa6SxZUGakk4Ou67QvoB/eHtm/3sA9LqVtB+eR74j5Xzz+Hw3oZc85AARoJruLouCQGNQCQPOVSFP79FQp3fE2WaQpyoMpOj1uXrT2JHyUbzxxB5BmszQFv18CDUHdSL7CNDrDCDcdwulw/XP/mp/AeOAbPP4dxtPu5sH/5MwB+EAIIXfE4Lqp8oNve75D/K98SXHtiTxjPHgHLtYHsdeYbjyDz1Qdl7YkTJemaiTCdPwaFu78BwLfX5hxu0PH6wkpufPalq2FbFjojxNY3grbwgwNN9y4AAO/+ozJJjdRlQZot9qcnJgmSBvuxMs0+SYZdbIoitWoKnpo0nTcGKXfz06yi6TzbaAedZJZpCQHes1sK5/Z0CBeApiC7DmFcDkTERjCa7l2gzsmIy49alZGKnlUbYLn07ICsgqZJ21/p7585Hnjgu9ZuA+f1wb1FHmRnPM83J6l//RMcKTgb/soamWa6KWh6FoBzuknGR8RvrYVn226k3H4VVNnp8B0tRcUNj0YsEG4q7e0V3ZqEu3eZLxNcTDTqmAFje0OpVDCeNRxqIZtb/dgcmf5dXZBDrMlEogXN6txMdDuwAunP8d9jf00D6t5YjOJR18lmgDmOIy5EopyQNkWecVTnZkLdNRcNH3wN776jsnXiczGeAvZgtH34TLu6SzYoioJ+2AA+mRTjO1vUn3eeyHhhBpJvmQTO4SJBpjirq85v/sCztTGcxlu9eoMajgGIqzGR7tQT+fdL4iExeSgmgDx/7QPn8UItqcuQ6tAZwS3I88+hEL/pd9991zBs2LCM4cOHZ2zZskUTvK5r165Zo0ePTh89enR6cXGx7Mc2atSo9BtuuKF1NbktTMy7had3oMMM5/GBtTlIcALwI0zercAF58rfQwLn4KlPTY8C+ZSykOXTFObBu/cIDmeOgUNSnBdLoO5YvTmsdKL0jJtQOm4KOIZB7UvzyX5YSQGa+IORZprCEezlTCeZoO6SHaJhpJNCu8U1LPw2JLPFfzA/TBNP56UEkqCZM+iQ9vAtMF96FuhkCziPl2gmw92wGt77Ck4hM+nZsR+gKKiyeX2mGAxEC5pVGamkhTRt0CH3s5dhFpqVAIDlqvOQFKPQKhb6YQOQs/B5qLPTYTzvNDh/2shPaccZ4Jknjyd/V909S+bvDfADJOfK34nEQbRuqrjuYdl2qmQztP15iY/Uk9afEl8LbYI08x2UaWbdHtS99SmYqjrYvvwZxYOvIL6+xEdamvEOynTQRj1SZ1xPXnsPFoFtsINOtkArsaTi9xcImjmW5adPO2mmWfowdfywIeLgUwwqQ2Yv4kTUN2fNewI9StdAN7ifbJas4YOvAPDZO+eaTWj44Gvy+82a+xhZR0jQajMSoltC46LlssG+WFSlHdQXukF9YV+2BgB/z3Jv3dVihYEdPXBsDuECSG2/Hsia9yQKNnzcDmfUNMQBYnBySdM9n3x/RGI1qlGlJkGdxwfh/vIq2L/9Bb6DRbD+5znUzJyHhvnLUHXXCzja/Vy4tuyEexsfpFPm6PtV52SAc3lQMkYus2RKhWdRE4Lm1HtuAJ2RgqSb+CBY168nOLeXuA4B/DM6+763UPXgq6GfNTONdMoT78HiM785yaC2Ql2QA8qgI42rpMS0nAP4pmQqFXwlFfAdO47S826D70ARaKOeJIBsn/0A692zQGekkPcRe1sEYiC/tRb6oQPACQ3RampqqLlz55o2bNhQvWjRorq77747pFXtjTfe6Ny4cWPNxo0ba7p27UpumEuXLtUlJSV1uimu2EFz/0ChCuf18kFzkC+qWCRWcd3DqHnsDVRMeZxM0bj/kFf+Wy4fHxjdCTpNQP4QrH7sDRzOHIPDmWPIlzwcnMeLiqsfQNlEXv5i+3oV7xkteZA4fv4ddS8vIK2zOaeb3FDotGRQem1E5w/33/tgvefFkEx0pMIFtsEGx/frAqNzH4Pq+19B2cTpIdv6G/jsIaXXBtwzGh1gjXqk3ncjst97mgR4znVb+fNNMiHn4+eR+eqDSBM0n66Nf8G3/5jkonDQ5GfLAjPKktiNSqoBbWkbKsuk8fxUMMfF3YFMd2IP5C59PeJ6McMuos5MhS6MTIZOMiNv6evIWz4XFE0j7/u5SHviNkCVWMAgcz4JyjQ7vluL2mfeQfnl95AMZaVgF0esySTf9eCpYcqgA202kjbiJaOug7+mHirh/9M8+Rzy+5F6oorfoXht/Doawd8zX3H4zC1TWQM6NSmsRCce0h+ditwvXoH5grGgKAqqtGSZS0zDu18C4IuVOLeXFNHoTj4Blism8OdK01BLCrUAxOXwEg0x6Kl7aT5Kx00BU1UH7+ESMiOn7ZGPpBsukr2nbOJ0VN09i7xmKqqJnyvHcah9eQFsS+WzMpzfj7rXPg6ZpUAn0ME3h6x3nkDWu4HmSKrMNFgmnQNtULDZkYnko63tVRCi79WPGBhzf+J9iLHWksGZd9dB1L+5GNUPvcpLWVgWxy+4gzSWkkrLwp5jGMmda9MOVN7yJP/+JgTNhtGnoPve74m2W9uvJ3+uEs9qz94j0BZXojFMsy7KZCASHb8YNAu/k86QaaYoCqr0lLA2gYHmJqqQdeT9ajXUeZlgSitgnTGLzFJQRoNMI23/fp0sESMWH9a+vAD1b/LNpDiHC+r8LOIYtHHjRu2oUaO8Op0OvXv39tvtdtrtlhfhf/rpp8YRI0akP/jggxa/WCfn9+Ptt982TZ8+vektJNuJmHd6b88u5G/bouXw/LEnJHMp7T7W8P5XcCxfj9rn3gPHcTKXjKQbLwZtMZGKcUqnIRkOaSDBSLyUgwsMpQELIxTfMUXl8JVWwnrbTFin/xd1LwbaXIu6Nc7pBlNRDX91HZnC5rPkOXBv2x02Y1P73HuwLVpOOrWJBI/qybkK5yM6RUgzAg0ffcOfvxBQsw020EkmUDqtLNPMSoos9cP4SvqGuZ8D4AMs03ljkHT9hSQb6TtUDNvXq0LOxSJprBBtSi0c4gDGcvX5Cb0vHqTXLpHCqeCBinPDdti/XYuKKY/DV8LfAKVZo5yPX0DmG4/I3kMnmaFKS4ZhOP9AMYwYiNS7rk34M2hPDDQfYZ0uWSMV12+81s675zDJQvsrquErqQhMCUqyG+rsdGR/OJO8Fm9i0sYEbG0DGQRlv/Mk8ciWDihFzWFnzTQDQP76j5DzyQsA+IYhwTQuWo7GBcuanGUG+MDDeOZwMp2pSksO+zAyjh0GgB+YZ7x8H7qsfE+2vmD9QuQs5t1u9CMHIX/NhyH7SAQx6ydS1O8ilIy4BnWvfwI6xQJ1t7ywzYVsgn80x3EoGnApik6eDADwV9ag7qX5sE57Bo2LV0C34xD81XU41nsiap9/HzVPvy2b0esMBVHNwTJ5PCyXnQ11IV8EJ00qdFZ0gr7VdOFYUGo18UzOWfxiiBVoOGjBRcN3pBSc3Rk20RByzP49o66X1iYAfOKo4tqHyOt4Zxejoe1TCKhU8Ozm63/8jXaUnXcbWe+va5TZdtIWI5nRs97xHFiXh8980zRpXd7RoVOSws66ixKVaJlmgJe2MGVWWbKBNgUNcLw+fgZYeC6z9Tb4SipkdTS6U/vJAu3a2lo6NTWVBE9JSUlsdXU1iSsnT57s3r9/v/W3336rKS4uVi1YsMAAAO+//77hkksucev1+v+9TDOTlxGyLLh9Zjgdpe2Ln+Dbfwxso51UA/uO8EGk6NogZseAyNOtwVlEt8QGzS+RZXh38t6rrvV/oG72wsD7l/wknCSFkjE3wHe4RJbhNF88Dp5tu2X7IuckBGrOXzYDCHRq0wRNk4uk3ss3+hCDGWmHs+oHZsPx4wYcLTyH70omtDql9FrA7wfHMGCstWCletdki6wqOfga6UedzP/hY0AHZ78lX8VER/cURaFH2S/IfP2h2BsniLprwN5JarcVC610ShxA+WUzUHnLk3AsXw/Ht79Ae1Jv2f7UWWlICgr6W+pBaRg+EPlrFwAAHN+uxdHCc+D+ay9Yl4cEMUBgEAUAxadeTgacwYNO80VyrbKINBCT/v+KDwB/dT08QkMU0btUF6abYGdB168nuTdYb5tJbPgAfrBZdQ8fpBriyKLFC52eQjLN4oA8+fYrZQGEpmdBSCacNuphGj8KPSrXo8t3bzXb2UfqZiPN1jHF5TCMPhUUTUcdLEhnw3zF5TLJWdWMWch6diHqXvuEBBNsXaM8mPkfzzSL5P/0Lrr8NK/TNnJJufMaaAf2AWXUI/vtJ9Cjcj2xS8ya+xjSn54O4zkj49qXKpW/p4jFtfrhob8raeJBd/IJRFcdCanfMutwwb11l7xXQIz3xwOl00I/chBsX/wE1uWBe/MOgAnUQRzrMxH279cBAEwXnwnD8IEkmPds/wf2r1eBKauEKicjxD6vo0InmeD8eSMaFn4Lf3Udqe0QbfRiDXpVWWnwV9URpy7pe6X4DhSRZy3bYEPxqZcDCHQDDr5PpKWlsfX19eTH1NjYSGdkZBAJhslk0tbU1GTV1NRkXXbZZfjjjz80LpcLn332mXHatGmt35ijFYgZNPvD9ZeP0whb1DUl/d9l0A89Can33QSAr97V9u+FjBfvJdsaRg5C6sP/x0+XS7B/8wsokwEp/+ELujx/7IFr418ou/RuVNz8BNkuOBscjP2rVeS8kwVtFADohvDZXO/BIlQ/PRf25evhb7Sj5r/zYBemNsVpoLylc9B1+5KQRgciouaKETTI9uXroelTiLQn+c/U+PF3AID6eUsAAJpueWTkxxyvAmd3wp8hD35l+tegLGLGrEBhZNr9N8nWRWpqEi+UVtMqOkdpwBhseRf1fHTaqNps7+6DEdeJtKQHuPbE7oBGDceKXwEAjfOXkSZAoi4sWGvvWPFrQvZW0oy2pltgxocy6gGNGrUvvI/SsVPgPVQM96YdgEYN3anxubd0VKSBoXP9dhQNuQI1z75LdPsA793aUqhzM/hZKGstCTR1A3rLurNFc9Zpyd9I3ndvoev2JSgQBmQipovH8seiKGhP7BHS3AWQz87Vv7lYlnkTkWaqHMvXy9aRwrj/cVQZqdAP7h97ww5K+pO3o2DNh+hRtAqa7l1k3z9VegpS7rg67gEBnWwGKIo4Mkk9wnMWz0L6zDtgEgJw7cA+yF8V6vcbjGHUyUT737Bgmfx3O+mcJtkyhiP1nuvhr6iG7XNeiwsAjMTBRpQtifZ2Ml9+tweuLTuhKew4VoOxEN27qu9/BcdOvAjFQ68E63Sj4uoHAMQOmtVZafAdKob7tz/JskiyVK2QAKi48TGyLOOFGaBMBrh++5OflRe+Y6NHj/Zu2rRJ6/V6cfToUZXZbGb1eqHhDsehuLg4OT09vSYrK8u6du1aXe/evblDhw6pGxoaqAkTJqQ9/PDDSWvWrNHPnTs3cd1OOxFzmMVaQr/k/gTaWGp6FsAwZjAslwWKyyidFgXr5A8GSqdF2n03gXV5UP/mYllgrinMRfpT0+H4+Xc0vP816t/8NKRrmnPVJtnr5KmTYf9mjayNJgDkfvkqqUYV9w3wmUsAiNZclE5LjtrAQFxn+/xHOH/6De7f/kTq/TfBNOE01M6cB+dqPmMt2s1p+/ciGe7iwXyHQibogSgGiuECTKmkRd0lC5mvPUSy3GmPTiVZz46k25Le0ONxPpC916gHEui6GExLtsulVCpoCnKIFtD2+Y+kYCx73lMon3wPfEEV5IA8+JXSdfsSWeEFwN8IdUNPgmfbblkDBoqiZJaANU+8Cfcfe6A/+YT4uyx2UCiKQspd16L+jcWoeYxvhlQ/Z5Fsm+BmJc1BDKCs0/9LdMnBvzWp/Kw1oQ060MKgKmXG9agXOtfpBwXOJ3/V++A4DtUPzCb2aaUTpskGlI0fBWwppU1g3Jv+DnvcpP+7DMlTJ7XkR1HoBFAqFSiDnrj0SGfzpL0Gst59CoY45B4idFoKAKD2mXdAGQ3QdM+H72gpzBeNbZHzBvjgnDLqUfP028Rvu/rh65Bz31uy7UQpnHQQXP3I6wB4uWhnwXjeaXD+KG8IVy4EzAAiNjcRkQ60Nb0L4TtYBJWk6E+Krn8vBKdFVekpvPuIRg2mtBKGoScBVivS09O5adOmOU477bQMiqLw+uuvN2zbtk39888/6x544AHv22+/jQ0bNqSq1Wr07NnTP2XKFC4tLY35+++/qwFg5cqV2kWLFhnuuOOOTpN1jt7cRK2C3eVC/bXnwPDHftANdvi656L8itNxcN062bYp542AfuchsGYjnCNPgmHLHoCmUfrANTiyZ0diZzX3HtB2F3IeeBu0043SyWfg8Lp1MFw0EikLfgD0GlBqC8CysM68BcmLV0J7qAyeft1AMX40XH02SvIyYLCokPTlWvizUmHYvh++3HT80WgFKz13xo/MAT2h38Vnk1mNGrQkIHH37w79nqNwjjoJ69evRywyBvWCf/9RQEXDO+QElJ7UBVzRIWSe1AOa4kqoGh3wmw1wn9wbm6wloLw+ZBVmQ1NshT8jGfW5qVgnOT/tpaOQdrwSpTMuw6Ggaw6OQ1bfrlDVNuJPZx38+clAvhkQtjPdehE0RRVY/+uviV3/ViblglEAx8k+Zzzob5mIjOc/AZtkhKqBD569hTnQFlWg9taLUBJmf7rHb0TKwh9B+Vlsrq8A1oXKcOx2e8LnAgDJA7rBaLNDXVUPAHBX1cI1fhi2OWuQnZsOTTl/LNegXjDs4GUURb2zsS/asYLW0becB3P3TJTUlAHrAsVxaacPgulX/ndl27ITnE6DyvGnhvwuOypRr/mYE5BkPQvJn68JWeUryMLvR/YDJWHsl5qCn0X6yP7w/8kXLPv6d8fvpUeAsqMw3n05TCu3YcPf2+Pyg25RRveBgb4S5pXbsPHYAaA4yD7z4uHQ98xEyvwV8B8pARg//D27gFPR0B3gZXCNF46Gc/QApCxeBXVROfyNNkjLhVitBpSfxf5BXbEnjnubQvw09Z7S1qSd0gumjfxgf1PRIaSMOxX+rBT5uaepgQSe4bTLiez0ZKhqG+HX0Ki+YDicY25FCcWG3N+aQ+qok2DY8g+8J/dGw/Xnoi7VCPNZg2Fesx0A4O2eh42H9gLHDgB+Flm98qE7VAomLQmeAT1Q0iezRc+nVbn+LGRUWkExfuh38vc+x64DUIHPsG8+egCcNbK/vc4AiJU0FecOBjv5dJSeWAhu3ToY/3MZkj9bDXVNI/wWI3YZOaT26wZfYQ4sP/KJvo2H9yF96Akw7jgM59ZdoAf2BsdxtNVqzZg0aRImTZoEk8nkNJlMPgAYOnQo43Q69U899ZQnNTW1AQAcDofB5/PJqlnHjx/vHT9+fIt6Pbc2VDTLoiFDhnCvvPIKxo4d23Zn9C9n3bp1yvVuY5Rr3vYo17xtUa5326Jc77ZHueatj/PXP9A4fxlyPnoOVqvVl5WVVR1xW6dT7/F4dEFBsyYlJSV8T3DwzU2O9pxg6nFsZYf1bu4cKngFBQUFBQUFBYV2Qz90AKrvn833D7Db4HMyEb3uOJ+X8zmdKl+DSwUAPqdDDYDz1Tsj++N1gs6kStCsoKCgoKCgoKAQFdqgg+mSM2G983kUHTzMujSGaGVgVKnPacnR6J1q0EyZz5WSqdaVayk6qhyD0mr+jLa+vVGCZgUFBQUFBQUFhZikPzoVeHQqCihqN8dxQ6Jt24OizgfwOgAVgJkcxz3XFufYmihBs4KCgoKCgoKCQovCcdwPAH6IuWEnouWNeBUUFBQUFBQUFBT+x1CCZgUFBQUFBQUFBYUYKEGzgoKCgoKCgoKCQgyi+jRTFFUFwAEgohefQouTAeV6tzXKNW97lGvetijXu21Rrnfbo1zztqWQ47jM9j6JtiZq0AwAFEX9EatCUqHlUK5326Nc87ZHueZti3K92xblerc9yjVXaAsUeYaCgoKCgoKCgoJCDJSgWUFBQUFBQUFBQSEG8QTN77X6WShIUa5326Nc87ZHueZti3K92xblerc9yjVXaHViapoVFBQUFBQUFBQU/u0o8gwFBQUFBQUFBQWFGChBs4KCgoKCgoKCgkIMlKBZQUFBQUFBQUFBIQZK0KygoKCgoKCgoKAQAyVoVlBQUFBQUFBQUIjB/wPNr+2KZQOiJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Backtesting Mean CVaR Strategy\n",
    "############################################################\n",
    "\n",
    "assets = returns.columns.tolist()\n",
    "weights = models['CVaR']\n",
    "\n",
    "dd, cagr, sharpe = backtest(assets_prices,\n",
    "                            AssetAllocation,\n",
    "                            start=start,\n",
    "                            end=end,\n",
    "                            plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max Drawdown: 31.77%\n",
      "CAGR: 5.73%\n",
      "Sharpe: 0.694\n"
     ]
    }
   ],
   "source": [
    "############################################################\n",
    "# Show CVaR Strategy Stats \n",
    "############################################################\n",
    "\n",
    "print(f\"Max Drawdown: {dd:.2f}%\")\n",
    "print(f\"CAGR: {cagr:.2f}%\")\n",
    "print(f\"Sharpe: {sharpe:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Plotting the composition of the last CVaR portfolio\n",
    "############################################################\n",
    "\n",
    "w = pd.DataFrame(models['CVaR'].iloc[-1,:])\n",
    "ax = plf.plot_pie(w=w, title='Sharpe Mean CVaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                  height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weights</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consumer Discretionary</th>\n",
       "      <td>12.6737%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer Staples</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Energy</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financials</th>\n",
       "      <td>20.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrials</th>\n",
       "      <td>10.3168%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Information Technology</th>\n",
       "      <td>15.0095%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Materials</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Telecommunications Services</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             weights\n",
       "Industry                            \n",
       "Consumer Discretionary      12.6737%\n",
       "Consumer Staples             3.0000%\n",
       "Energy                       3.0000%\n",
       "Financials                  20.0000%\n",
       "Health Care                 10.0000%\n",
       "Health care                 10.0000%\n",
       "Industrials                 10.3168%\n",
       "Information Technology      15.0095%\n",
       "Materials                    3.0000%\n",
       "Telecommunications Services 10.0000%\n",
       "Utilities                    3.0000%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Composition per Industry\n",
    "############################################################\n",
    "\n",
    "w_classes = pd.concat([asset_classes.set_index('Assets'), w], axis=1)\n",
    "w_classes = w_classes.groupby(['Industry']).sum()\n",
    "w_classes.columns = ['weights']\n",
    "display(w_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Backtesting Mean Worst Realization Strategy\n",
    "############################################################\n",
    "\n",
    "assets = returns.columns.tolist()\n",
    "weights = models['WR']\n",
    "\n",
    "dd, cagr, sharpe = backtest(assets_prices,\n",
    "                            AssetAllocation,\n",
    "                            start=start,\n",
    "                            end=end,\n",
    "                            plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max Drawdown: 28.66%\n",
      "CAGR: 7.03%\n",
      "Sharpe: 0.681\n"
     ]
    }
   ],
   "source": [
    "############################################################\n",
    "# Show Worst Realization Strategy Stats \n",
    "############################################################\n",
    "\n",
    "print(f\"Max Drawdown: {dd:.2f}%\")\n",
    "print(f\"CAGR: {cagr:.2f}%\")\n",
    "print(f\"Sharpe: {sharpe:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MxKRJkzz97WCVgBDCSkQ/ABgG4DW18zCPaQygUAhxVO0grPJKT0/vrHYGxrwZz2JRgqo8wpdH61YfRNQcF7pYxAohFLXzlIeLLapmAIEAauHCH/4+AEzFfCm4MHjRcfG/9mIeX73PDuCMEMIrJk8loucBNBRCPKl2FsYYq6q4BZmxqu1vAPkAOgL4Xd0opUdEvgDqAqgHoJ6vUddIp5XjhBAhLrfi73QpZonIpJFJ8THqHAVWh7GGXrFFBUgOHy3BR0eSrw6Sr55kHy3JigCsLuG2u6BYXUKxOSHsbiFsLgibC7C7BOxuwO4W5HDj4peQ8u3QG7VkN2hwWibKcguRdt6OQ4pABi4s3ZsJIAsXCuny/kOkK4CvyvkejDFWrXGBzFgVJoQQRPQ/AI/ACwtkItIAiMSFAriuVpZifU26RAAxVrsrXKeRDGE1zJaYsEDERdUwNAgP1NUNDUDNABMCfQ0INBsQYDZAp5UlAJoOL3zvbud/0vifzgbjdW6rLW1ORQjkWIQpM1/UyTyv1MnMF20yzivi6DlhPXZOcWacV+hUodDZXND66ilXJ9NJAOl5NrHNLbAdwA4AaWWdco+IdADaAXioLNdhjDF2fVwgM1b1fQ9gMhEFCCHOqRXiYnGXBKBlgFnfWVFEa1miWoFmg61OLX9Xw8ggTVxkDVO9sACqFxaAemEXCmEi8rvZewT66MVZi+e7jUlECPEhhPgAyaFy0VPChW4bRaxOgax8EZyVrwQfPy8Sdp1yd/srw12486RbU+CAVMMkpdpdYlOhE1txoWjeI4SwliJKGwD7hRBnPfG8GGOMFY8L5BJU5RG+PFq3ehFCnCGilQAGAvisIu55sV9wLIBWJr22nV4nd9DKUkxkTT9ru8YR2vaNI40t48LQMCIIep3Gx1P3DTAb6FyWeuMqjFpCTBAhJujSvONaGYAfAJyxKEjJVhJTTroTN2e4H9x2wu1OzxOmAAOdkAg7ztnwp7hQNG8XQpwq4RY8vRtjjFUALpBLwCN8WRXzP1yYyaJcCmQiqgmgpUaWWvv76DrrtXKSr1EnWjWqrXRoEmVuFRdGzeqHwseoK3X3htII9DXQAbt3DjwONkm4s56EO+tpgAuDCGF3Cew7o0SmZLsj/z7h7v5Xhtu6+5Ri8DfQGUVgZYEDywGsvaxgPgpgk0pPgTHGqg0ukBmrHlYB+JKImgghdpb1Yhf7Drc26OS+eq2mv1GnCUuOqWntkBRlbtMoXG4ZF4bQIHPZU5dSkK9ROm+v8NveMr2GkBwqIzlUxrBk6ADoFCGQkq2E/57menhpqqvfpuNuQ4CBsl0KlgNYDiDjBpdljDFWRjzNG2PVBBFNBeAjhHj+Fs8PBNDd30c/wO50d4sI9nXff0ecqU+bWE2LhmGQ5WuWM69w03/aipmL1ru3jzDKNz66cnApAttPKPg9zSUWH3Dlb8tyG3y02HvejnlugWUAUqrqFH6MMaYWLpAZqyaIKAYXPp6PEEI4buJ4AhAnEfX2N+sHWWzO+NsTIuwDOsT53tUyBpE1b3rsXIX53/IUvP3tate+pwxV9tMxi1NgXZoLvxx02X8+4HLmWoWik7Eiz465AJZ6y3zNjDFWmXGBzFg1QkRrAHwihJhfwn49gA4mg/ZemehenVb2vff2BtK9tzcwdEqOglFfrl2Iy2zeuv0YO2OZ68gz+ipbIF/t8FkFyw+5MGun8/zOk26NVsKifAf+hwt9l91q52OMscqIC2TGqhEiGgJgoBDi7su2EYDbfU26EU6nu1+DyBquAXfEmXu3iZUS64bgwu7KYfnWI3js7cXujOd0VaaLRWlknFcwZ5dT+XK7szDjvOIG8K3FiZkA/inrHMyMMVadcIHMWDVCREYA9wkhvieiejqt/LBOI42o4Wf0eapXU9NDXRKk8GBftWPeso17MnDvxHnKyef16neIVtm+027M2ul0fb3dabc4xTm7G1863PhWCHFY7WyMMebtuEBmrBohIh8AAwLM+ufcbhE3pEsCPdIjSd+0fq1K1VJckl1HT6HD6O/E2RcMlf/JeIgQAn9luDErxWn/fpdTyBKO5NnwmQB+FEKcVDsfY4x5Iy6QGasGiCjJbNQ+43KLwbcnhCvP9m1m7tkiBjpt1eqJcOxkHho/9iXyx15vpenqy+kW+O2IC1/vcFp+OeiSDRr8dc6GqQBWcxcMxhj7f1wgM1ZFXWwtfiDAR/+CLEvRI/s01T3WM0njjbNPeMrZ81bUHvgxbOM8tjhflVXoEJiz2yle32AvzLGK0+ftmAJgjhCiEs0kzRhj5YMLZMaqGCIKMeo0LwjgmXaNI8S/7mtu7tG8nlfMU1zenC439He9DdcrZkhS1X++niCEwKojbvxnvb1g2wm3261gut2NT4QQp9XOxhhjauECmbEqgogifAza8Yoihg3qHE/jB7c11AsLUDtWhdP2eAsnRpsQbOICubR2n3LjrT8d1nl7naSV8GO+A9OEEPvUzsUYYxWNC2TGKjkiqu9r1E10KUr/EXclSy8OaKWrXYlnoigrvz7vYuMwLRrXqjZTIXvcyQIFn2x1uD7Y7HASsDXvQveL37mfMmOsuuACmbFKioia+Jn0rylC6fav+1po/nVfC00NPx6cFjrgQ/Ht3YK6xnj3oiaVgdUp8N0up/jPersl1yZOXuynPJf7KTPGqjoukBmrZIiojb+P/j9EaP3yoDa6p3rdJvua9GrH8hoxQ2coU9rYpQcTdWpHqTKEEFhx2I2p6+0FO7Ld1kInXgDwvRBCUTsbY4yVB/4MkrFK4OJqd138ffSv1wowxU8c0s74SI8mZNDxr/DV/Ex6cbrQpnaMKoWI0CNWgx6xGvOGYy7zM8tsnx7NVSYS0UghxEq18zHGmKfxuytjXo6ImvuZdF8G+hpiXxt2h8/ATo2g1VSt+Ys9ydekQ46FPxkrL+3raLDjCR/zwv2u2FHLbT8FGGhnnh3PCCH+UTsbY4x5ChfIjHkpIgrzNene9/fR93nnic6G4d0SqTpM1VZWgT4GkWPlArk8ERHua6RF7wYany+3O1uPW237w99AK87bMVoIcVTtfIwxVlb8bsuYlyEivV6rGWfUaw491jPp3vTvnzY+1jOJi+Ob5G/W45yNC+SKoJUJTzXX0fHnfY3/aq2726TFXrOOZhBRsNrZGGOsLPgdlzEvQRfcYzZo0zo0iRyX8tkjpveevFPn58MD8Eoj0Ncg5XGBXKHMOsLkjgbtkefMhgebaB82apBm0NAEIjKpnY0xxm4FF8iMeQEiauxn0m2sU8vv+wWT7gtd+eZAn/oRQWrHqpRq+Bql83YukNVQyyzh815GQ8qTPj7dYzQvmbTIkIgeJSJ+r2GMVSr8osWYioiohq9J94XZqN362sN3tEz95gmfbs3rqh2rUvM16VDoltxq56jO6teQ8fMgk2nNMJ/AJrWkD3x1+JuIEtTOxRhjN4sLZMZUQEQarSw9a9Rr0gZ1ih9y9NunDM/d21zi2SnKzs+kh9UlcROyF2gZLuOfJ3x83rjT0MRHi60mLb1ORAa1czHG2I3wLBaMVTAiauJr1C1oXDck7PN/dfdJrFtT7UhViq9JB7ub1I7BLpKIMLKlTuobpzE+scQ2at0x11AiekgIsVbtbIwxVhJuQWasghCRbNBpxvkYtH99MLJLzJ/TH+LiuBz4mfRwKuAK2cuE+0lYMthk+u5eY3iwkZb6GaTVRBSgdi7GGCsOtyAzVgGIKNbXpJufUCc4du74e4x1avmrHanK8jXq4HBzgeyt+jTU4LYwSffPuYAOerIcIqIhQohlaudijLHLcQsyY+WIiEirkZ8y6TUprw5t1/jP6UN8uDguX74mHZyK4ALZS83b68JfWZA++GGTPO7tb2v4B4XMN/qYZ3NrMmPMm3CBzFg5IaJwP5NubYOIwLe3ffKwaXS/lrIkcd1W3vxMOjjdXCB7oxyLghG/2PDgqGlkMvshsXk7fPrjJtPtd95zr95gPEREPdTOyBhjABfIjJULSaKBJr1m36j7WrTZ8dkjPo3q8MJiFcXXpIfLpagdgxXjqV9t7pDIBu5ufYcUbTP6mDFy3HuGl9+aVcM/MHiB0WSeSURGFWMyxhgXyIx5EhHV8PPR/xwV4vfluncf9J0yrL2Wp26rWL5GHewuNxSFi2RvsizViaWHFGncB/OL/YVo0qI9Ppm3yZTU8o77DSafHUQUU9EZGWPsEi6QGfMQIupp0mtTh3Vt3H3f/x73ad4wTO1I1ZJOK0OWCOdsaidhl5y3CwxdZMN9j42jgKCQEo8z+fjixTf+Z3zwiZdjdHrjDiK6pwJjMsZYES6QGSsjItKYjbqPQvxN85dM7R/40TPd9Ea9Vu1Y1ZpRp8GJAm5B9hajV9jcpqAI971DnrnhsUSEuwc8Jk/+eL7ZL6DGbIPR9D4R8YxLjLEKxQUyY2VARDV9Tbo/mzcIfWT//x43dUquo3YkBsCo14rsArVTMADYcMyFObtd8rgPFpSqr1HDxs3w4Zz1ppi4pBFGk3kTEfFHMoyxCsMFMmO3iIhamfTaPc/0aZa8+q1BpiA/HlfkLXwMWnGqkFuQ1WZ1CgxaYBXdBz6DmrWjSn2+X0ANTP54gan3wCeS9AbjHiLq6PGQjDFWDC6QGbsFWo08wmzUrpk9rnfw64920Mky/yp5Ez+TTpwqFGrHqPZe+d3uVow1lCFPj7/la8iyjIGP/1s7dtrXgSYf36U6vWEcEfEvHGOsXPGLDGOlQEQ6vV6zsmaAcfq2Tx423tO2gdqRWDF8TXrkWLlAVtPfWW7M+Nspv/jePI9M45LcqiOmf7/WGF4ndpzRZF5JRIGeuC5jjBWHC2TGbhIRhUgGaSOFaDqdLrQZjHoeN+StAsx6kcsFsmqcboGBC6yi3V0PijoxjTx23eBa4Xjzq2U+HXve305vMO0joqYeuzhjjF2GC2TGbgIRNSY97QrqHJQY+1qsxtzST7nt2W/cTqdb7WisGAE+BjrLBbJq3vjDrpxTzMoTL77l8RUNtVodHh/zhv6Z8e/X1BuMG4iol6fvwRhjXCAzdgNE1It09Ff4sPCaoQNCdSQRag+tLVv9QO3GfM8VshcK8jVQnp0LZDXsO+3GtD8c0ug3v5clqfzeYm7vcg9N/niByeTj+6NGo3203G7EGKuWuEBmrARERJJOGiv7yD/UfbGuT0DbgKLWMNIQ6oyuI/1z/KT8rxmruBLzMoG+BjrPBXKFcysCAxdYlaZ39BJxTVqU+/0aJDTFm18tM/r6B36oNxgnEZHHW6wZY9UTF8iMFYOISNJLn2qDtBNipsSYTLGma47R+GlQZ0w0PlryD/24bp8KKVlJ/Ex6KnRJ3LpfwT7a4hDHC/UYNfmzCitUw+vE4p1vVplq1Kz9b4PR9F8i4rXdGWNlxgUyY1chIlnSS9/qaumGxEyM8dHV0JV4rLGOEbUfCReD3/lFHDieU4Ep2fX4mfSwuvnlrSKlnVMw/nc7jZzylaTRVOwA1qCQULz1v+U+UfUaDTaazD8TkaFCAzDGqhx+B2HsMkSklQzSAkOk4d664+r6yD43bowKaB1AAR0ClRbPz1IsNkcFpGQ34mvSwe4m7mNRQYQQGLLQqsTddofStE1nVTL4mP3w2qc/mRo3u72z0WReT0T+qgRhjFUJJAS/hzAGAERkkAzSElOsqU3Uc1EmSXfzfz8KRSDtraNKtMMkdn/+GH/Eq7JlWw5jxDuL3cef0/P/iwrwv+0OMfo3Nz779SDpDequKOl2u/Hluy/b1y1fkGGzFt4hhMhSNZCXioqK+t1sNpd+ecNKrKCgID09PV2dv+BYpcMTuTIGgIjMkkFa6RPvkxz1dJSRNKXrQkkSIerZOtLBV1LFw+/8Kr4ZczcPFlKRr0kHhxv8/6ACZBcoGLXcRo+/MgNqF8fAhZX3Rvz7TX2NmrXrLJj54XYiukMIcUDtXN7GbDZH7d27N0btHBUpPj5e7QisEuEuFqzaI6IAySD94dfU77aoZ0pfHF8i+8io8+9o+nbtHvpy6Q7PhmSl4mvUwaUILpArwKOLbe6oBsnu9l3vVTtKESJC/4f/pXn8hdeDdXrjFiJqrXYmxljlwgUyq9Yuro63OeD2gLjwx8INJJWtpjLUNiDiyQg88elK/HMw20MpWWn5mfRwurn7WHlbsNeJDceF9NK7c72yK0vnXgOlMf/5r5/eYFxNRJ3UzsMYqzy4QGbVFhGFS3ppa1CXoLphD4Xpy1ocX+J3mx9q9Kjhbjf2e+Vcgc0j12Sl42vSwelWuAW5HJ21Cjz2iw2DnvkPmf0C1I5Toua3d8X4d78z6Q3GX7gluXg5OTlITk5GcnIyQkNDER4eXvT45MmTGDx4MOrVq4dmzZqhTZs2WLhwIUaOHInk5GTEx8fDaDQWHT9//vwrrr1+/Xo0bdoUGo3mmn0zZ85E/fr1Ub9+fcycObPYbHa7HQ888ABiY2PRqlUrpKWlAQAOHDiAZs2aISkpCZs2bQIAuFwudOnSBRaLxfPfJFbtcB9kVi0RUV3S08aQ3iHBIb1CPP57ULNvTdmWZlVue/Yb9+GvRpTrimLsWr5GHRxOBYqigL/35WPkUqs7KDwWPfo97JWtx5dr3PR2jPnPFz7vjH985cU+yTvUzuRNatSogR07dgAAXn31VZjNZowZMwZCCLRt2xbDhg3D7NmzAQDHjh3D4sWL8cknnwAA0tLS0KtXr6LzrxYVFYVvvvkG77zzzhXbz549i8mTJ2Pbtm0gIjRr1gx9+vRBYGDgFcd99dVXCAwMxKFDhzB37lyMHTsWP/zwAz7//HNMmzYN0dHReOmll7BgwQLMmDEDQ4YMgcl07bz1jJUWv3OwaoeIGpCOtobeHxpSHsXxxXsg4qlIKcthkfpNXaSUxz1YyfQ6DYiA8zzrXrlYediFXw4q8vgPFnh9cXxJs7Zd8OyED816g3ENEcWpnacy+P3336HT6fDkk08WbatTpw6effbZm75GdHQ0mjRpcs0fqitWrEDXrl0RFBSEwMBAdO3aFcuXL7/m/J9//hnDhg0DAPTv3x+rV6+GEAJarRZWqxUWiwVarRbnzp3DL7/8gqFDh97is2XsStyCzKoVIqpNOtoQNjgsMKhjULn+gSgbZET/O5oWTzxE783fgtH9W5bn7dhVjDoNTuQLBPCSER5V4BAYstAq7hn+EgXWqKl2nFJp27k32awWvy/eeWkDEbUQQqR5+h4Xl7seCqCOp6/tIauEEJtu5sA9e/agadOm5RIiMzMTkZGRRY8jIiKQmZl53eM0Gg38/f2Rk5ODkSNHYujQobDb7fj8888xZcoUjB8/HrzaOPMUbkFm1QYR+UsGaV1Ir5ByL44v0YXoEPVsFP799Rqs35leEbdkF5n0WnGigAfqedoLK21uXUBtpf/Do9SOcks63/2ANOTpVwL1RtNGIqrtyWsTkQ+AOQCexYUGKG/8uuXXvpEjRyIpKQktWrS41UsUKW4NhuKK25KOi4qKwtq1a7Fp0yaYTCZkZWUhLi4OQ4YMwQMPPICDBw+WOSOr3rgFmVULRKSXDNJK/9b+kSG9Q7QVeW9zvBk176uldJ3wIx3/5imqGehTkbevtkwGrThdaOfmJA/6M92F73a65Ldnz7/xwV7srvsflS2FBSE/zfrwz4styWfKek0iigawCMBOAO2FENayXlNtCQkJWLBgQdHjTz75BGfOnEHz5s3LfO2IiAisXbu26HFGRgY6duxY7HHHjx9HREQEXC4X8vLyEBQUdMUx48ePx9SpU/Hhhx/iwQcfRHR0NCZPnozvv/++zDlZ9cUtyKzKIyJZMkjzfeJ8EmsPra1X4yO4Gt1rSMbGPkrSM1+7FYW7JFcEP5MOpwq5BdlTbC6BQT/ZRJf7n0RYRF2145RZ/4dHaXr2H17bYPL5o6zLUhNRRwB/AZgJYFhVKI4BoHPnzrDZbJgxY0bRNk/NENG9e3esXLkSubm5yM3NxcqVK9G9e/drjuvTp0/RDBfz589H586dr2hpXrduHcLDw1G/fn1YLBZIkgRZlnkmC1ZmXCCzKo2ISNJLM/S19Z0jn440emoqt1vIgfDHwuVcrZO6vvwDV8gVwNekEzkWLpA9ZdIau9uhDVQefnaS2lE85qGnxus69rg/2mgyr73YPaJU6IJnAPwA4CEhxPuiuD4BlRQRYdGiRVi3bh3q1q2Lli1bYtiwYXjzzTdv+hpbt25FREQE5s2bhyeeeAIJCQkAgKCgIEyYMAEtWrRAixYtMHHixKKW4YkTJ2Lx4sUAgEcffRQ5OTmIjY3Fe++9h2nTphVdWwiBqVOnYsKECQCAESNG4KWXXkK/fv0wZswYT30bWDVFVeh3mbFrSDppgjZIOzZmUoyPbFJ/wL0z14lD4w/hlX6t8erQ9mrHqdJ6vTLPVU+kaz7sqf7yx5Xdjmw32v7Pgqlf/Ya69RPUjuNRiqLgwynP2rZuWPGP1VJwpxDipiYvJyI9gE8AtALQVwhxuFyDelh8fPyharjU9OG9e/fGqp2DVQ7cgsyqLNLQI7JRfqnuS3W9ojgGAG2gFnVG18FrP2zE0s2V6v200gnw0dNZKzcAlJVLEXhgvlW07T5AVLXiGAAkScKzEz40JDZvd5vRZF5MRDd8sSCiMABrAAQCaFPZimPG2I1xgcyqJCK6W9JJH9d9ua5JG1ihY/JuyBRrQuiDYeKeqT+JYyfPqR2nygryM1KejQvksnrrT7uS4zIpT738fpUd8CjLMl6Y+l9jVL24tnqD6b3rHUtErQBsAbAMwP1CiIIKCckYq1BcILMqh4hak45+jH4h2qgP06sdp1hBHYLIt5WfcttzMxWHw6V2nCop0GyQzju4QC6LgzluTN3gkJ5/87sqvxqkVqvDuHdm+fj4+j0my/Lw4o4hoocBLAHwjBDiNSEEjydgrIriad5YlUJEcaSjFVFPR5lMsd693GjtIbXlI68fUdqN+d695cNh3tEHpArxM+lQ6JTcAPh7ewsUITBwvk1Jvr0nxSe1rrKtx5fz9Q/Cqx/+aHrxkZ6fEFGqEOIPACAiDYB3ANwNoIMQYq+qQT2goKAgPT4+Xu0YFaqgoIAno2c3rdoP0ouKivrdbDZHqZ2jIhUUFKSnp6d3VjuHpxFRAOlpb9iDYbWC7qiYhUDKynXehUPjU/HUncniw5Fdq0URUlG+WLoD78/+3b33SQMXyLfg4y12MXEDiRm/HpR0Op3acSrUP5t+x1svP5rnsFuTARwHsByAG8AgIUSuquEYYxWi2rcgm83mqGo4klftCB5HRCQZpB/8W/sHVZbiGAA0fhrUGRONT/7zD90eH44HOlW9/zdq8TXqYHdT9W4BuEXpeQrG/manf70xi6pbcQwATdt0xoNPvmSe89+3Vtushc0A/A/Aj0IIt9rZGGMVo9IUEoxdD2npRW2w9vawB7200/F1GOsYUfuRcPHgu0vEvmNlXtCLXeRn0sPhBrfKl5IQAkMXWpX6TdoqzW/vpnYc1fR6YITcptPdtY0m82wAc7k4Zqx64QL5KtnZ2Rg4cCBiYmIQHx+Pu+66CwcPHkRaWhqMRiOSk5MRHx+PJ598EoqiXLE9KSkJbdu2xYEDB4q9do8ePRAQEIBevXpdsf3o0aNo1aoV6tevjwceeAAOh6PY82fOnIn69eujfv36RSsLAcCDDz6IJk2aYNy4cUXbXnvtNfz8888e+I54PyJqTzJNqvOvOj6StnL+SAe0DqCAToFKqxe+VSy24v//s9LxNengVLhALq3vdjrF9lMSjX3nu8r5y+QhRIQnx75tqBkWeYdWp39Z7TyMsYpVrV8AryaEwL333ouOHTvi8OHD2Lt3L15//XWcPHkSABATE4MdO3Zg586d2Lt3LxYtWnTF9pSUFAwbNgyvv/56sdf/97//jW+//faa7WPHjsXzzz+P1NRUBAYG4quvvrrmmLNnz2Ly5MnYvHkztmzZgsmTJyM3Nxc7d+4EAOzcuRMbNmxAXl4eTpw4gS1btuCee+7x0HfGexFRKOloUeTTkUZdcOX+KDh0QKishMloPmoWt1R5gJ9JB6ebe1iUxskCBSOX2mj42PfJYPDuQa4VQavTY/y73/lodfpXiKiL2nkYYxWHC+TLrFmzBlqtFk8++WTRtuTkZLRvf+WKZxqNBm3btsWhQ4euucb58+cRGBhY7PXvvPNO+Pr6XrFNCIHff/8d/fv3BwAMGzasqPC+3IoVK9C1a1cEBQUhMDAQXbt2xfLly6HVamG1WqEoChwOB2RZxsSJEzFlypTSPv1Kh4g0kkH6ObhbsK9vE98bn+DlSCJEPVtHOpSbJw17ewlXdmXka9LD6RbcglwKj/9ic4fHJLo7dO+vdhSvEVwrHGOn/c+o0xsXEFEdtfMwxioGF8iX2b17N5o1a3bD4ywWC1avXo3ExEQAwOHDh5GcnIyYmBi89957GD169E3fMycnBwEBAdBoLoyXjIiIQGZm5jXHZWZmIjIysujxpeMaNWqEqKgoNG3aFAMGDMChQ4cghMBtt9120xkqK9LRG4ZIQ0LN+2p610ogZSD7yIj+dzR9t24vffHrDrXjVGq+Rh2cbqWoQBZCwOYScLgFqvvsPcVZtN+JNceE9PL7P/KsH1dJbNYOg0a86GMw+SwnIl67nLFqoNrPYlEalwphIsI999yDnj17Ii0traiLBQD88MMPGDFiBJYvX35T1yzujZro2kav6x03ffr0om29e/fG559/jv/85z9ISUlB165d8fjjjxd3bmcAX9xUyLI7A+DfQoj1nrogEfWSzfLIqGejjCRVrUZCfW09Ip6KwJOfrkTT+rXQrEGY2pG8kqIIZOXk42h2Ho6cOIfDWbnKkRPnrKfyLO6z520i57xVEgK+vm+ctznckJ1uaCWCWwAkBCRZglsmuLUyFK0ERSuTopMh/PSkRPoR1Q2Q9HUCJH24LyHcT8Kl/5p1VevnDQDO2QQeXWzDAyOnkq9/8Z+AVXd9Bj0p79+5pU7K1vX/BTBE7TyMsfLFBfJlEhISMH/+/BL3X14Il6RPnz4YPrzYRZiKFRwcjHPnzsHlckGj0SAjIwO1a9e+5riIiAisXbu26HFGRgY6dux4xTE///wzmjdvjsLCQuzevRs//vgj7rjjDjz44IMwma7pT7gOQEUNUW8KYA4RLQLwshDifFkuRkR1SUez64yqY9T4Vc0fYb9kPwTfHay0HzsbWd+OlALMBrUjqcbucCHlyCls2X8CO4+esu1Pz7Efyc6TTuYWGnUaqdCg02QIgYPnLfbdbkWkAzgL4ByAXAD5diAPgAWAzaVcmImAiGSXAp0L0Nnd0APQA0J38b8Be08jHHCH62VE+egohoAopyJCLU7U0EpQGgZLttbhsqFZbVmfHCojIUSCUVt5C+dnllrd/qF1cff9j3LrcQmICM9N+Mg48oG29xHRPCHEYrUzMcbKT9WsLm5R586dMW7cOHzxxRdFra5bt26FxWJBnTo31/Xsjz/+QEzMzU+rTETo1KkT5s+fj4EDB2LmzJnFDq7r3r07xo0bh9zcC3PUr1y5Em+88UbRfqfTiQ8++ABLlixBampqUevypb7JVxfIF6csOnzTQcvmMBH9BuBtALuI6EkhxLJbuRARGSSDtKzmvTVNpvpVexBRSJ8QyXrU6k5+5mv3kf89UeWX+gUufFKSmpmLLfuz8OeeTPv6Xem21Mxck49Bm6Eo4s/zFsdWAEcufqU5XW7LLd7HDcB68eumERG5FATvyFaa7MhWkgL2ONsCaFbgQESYmazNa8vUKkL2uT1SppbhMnSy9xfNq4+4sOiAW35/XsmNA+wCo48ZY6b+1/Ta84NmElEDIcRptTMxxsoHF8iXISIsXLgQ//rXvzBt2jQYDAZER0df0YWhOJe6XgghoNPp8OWXXxZ7XPv27bF//34UFBQgIiICX331Fbp3744333wTAwcOxCuvvILbbrsNjz76KABg27Zt+Oyzz/Dll18iKCgIEyZMQIsWLQAAEydORFBQUNG1P/nkEwwbNgwmkwlNmjSBEAKJiYm46667EBAQ4JHvT1lcXH3qsYsjwf9LRH8AeF4IkVOa60gG6TOfOJ+oGt1qVPmWLiJC5FOR8qEJh8R9UxYqi17tVyUr5LTsc/h182HM33Dg/Jb9J/SShHydRt6Wm2/7TQBbAPyTm28rVDsnAIgLfZ1OA1h98es9ACAi3fHzotHx867kFYddrXQyulqdiGpWW7b1qq8xd4vRSLeFSZCK6T6lpkKHwIM/WUXvoWMouOa1n1yxa8Unt0a3vkNNvy3+fhYR3SW4QztjVVK1X2o6Pj7+UDVcSe/w3r17Y9W6PxH5AJgKYCCAUQDm3cybDBH11wRqZtZ/vb5JNlb5+riI47QDhyYewrSH7sC/B7RWO06ZudwK/tqXiZ83pjrnrz9gO5lbCJ1WXp5XaJ8HYIMQIlvtjJ5ARIEA7jBp0UMjoTeAoO4xGnFPQ63prvoaBBrVL5afWWp1L8oIxkc/ba8+v1Ae4LDbMGpwh8JTJ9KfVBTlO7XzMMY8jwtkLpBVQ0RtAHwF4CCAp4UQWdc5tibpKLXu2Lp+ppiq3bWiOAV7C5A+/RjWvDEIdzSJUjtOqVntTvzy1yH8uG5/4fKtR2StLGVaHa4f7U73YgBbq8MqZUQUDaBHoAEDLE607RgtOx9rqjP3aqCBQVPxxfJfGS7cOcuKt777A7WjqtVLoEccObAL457oU+CwW+OFEMfVzsMY8yzuYsFUI4TYRES3ARgPYAcRvQzgf1e3JhMRSQbpm8COgYbqWBwDgDnejJr9aildJ/xA6V8/RbWCzGpHuiEhBP7YnYEvlqbYFmzYD71WsyO3wPYNgKXVsaAQQqQB+AzAZ0QUsOKw+74tmdYnbC4k3RunUYbfpjN2ipYhV8CsLHaXwMAFNtHp3keJi+NbU69hIu4b+qzh5+8//YGI2gkhFLUzMcY8h1uQuQXZKxBREwD/w4UZBx4XQhy5bN8D2mDtV/Vfr+8j6apkN9ybIoRAxmcZbsNRF2V9O1Ly1kF72WcL8L8Vu9wfLdxms9idZyx21wyXW/lOCHHtBN8MRFRbIgz01eEJIkQ+1EQrP91cp2sUUn69Hsavtilf7fMRnyzeUy0Gf5YXt8uFMcO7FWakHRzncjo/VDsPY8xz+JWReQUhxE4ArQEsB7CFiJ6nC2qRjv4b+XRktS6OgQuD9sIfDZfzdC7c+dJcr+qSIITA6n/S0OuVeYV1h8ywvjl309zs3MLO5y2Ouk6X+00ujksmhMhyK+K9czbR8JwNt33xt/PdZv8tPN95ZmHB6iMujy9qsvOkG+//5ZD+/c4PXByXkazR4N//+cJHo9FOI6KGaudhjHlOtW9BjoqK+t1sNle+Tp1lUFBQkJ6ent5Z7RwlIaL6AF4F8JRkkH4I6hjUOXRgqE7lWF7DmevEoVcOYVzfVpjy8B2qZlEUgcWbUvHK1+sL0k+dzy2wOV4XArPLOtd1dUdEBgIG++oxMcRENV65Q28e1FgLfRn7KrsUgSYzCpXQFv3o2YkfqT9KsIpYOu8r5fvP3thntRQkCyFcaudh7HJ///13TY1G8yWAxuCG0cspAHa7XK7HmjVrdurqndW+QGbei4j6a2tov6n/RvXuWlEcyyEL0t46ip9fuQ+92tSv8Pu73ArmrtmLCd9sKDibb808b3GMA7CI+2F6Fl2Y0Lybvx4TAdw2uo1e+3QLrSbYdGu/D2/+YVfe3qrB58tSvbaLTmWkKAomPH1v4eH9Ke/YbdZX1c7D2OVSUlIWh4aGNgoJCTkvSRIXfRcpikKnT5/2z87O3puUlNTn6v1cIDOvREQBpKMj0WOiA30a+KgdxyudXX9WnJp9Eoe+fJzq1AqokHvaHC58vWKXmPztHxabw7U/r9A+DsAqngu2/BFRY18dXnYpuO+5Vjr55XZ6rb/h5huBD51VkPRZAV6a/hMaN21bjkmrpzOnsvDcoPZWm6WwnRDiH7XzMHZJSkrKkcTExFwujq+lKArt2rUrMCkpqd7V+7gJgXklSS+959/K38jFccmC7ggi39Z+ym3PfqM4HOX7qa7breCzJdtF7Qc+toz7au36k7mF3c8V2JoLIVZycVwxhBC7z9vFg1YXGs7Y5lgYNT3f+sFfdsXhvvG3XxECgxZYlcatuypcHJeP4Jq18fgLbxiMJvMcIuJ5pZk3kbg4Lt7F70uxtTAXyMzrENHtJNMDYQPDDGpn8Xa1H6ot2wIJbV/4rtwG7a3ZcQxxj3xROPaLNX/nFtja5xbYOgoh/iyv+7HrE0Kk59nEA+ftaD1xrf2POu8XWObsckK5zt8p//3bIQ7laTB66lf8ml+OOva8n8Ii64ZLkjRc7SyMeYvs7Gw5Li4uPi4uLj44ODipZs2aTS49JqJmffv2rXvpWKfTicDAwKROnToVzbT17bffBjRo0CC+bt26CQ0aNIj/9ttvAyoiN8+DzLwKEekkvfR97Ydrm2QfboS5EdIQ6jxfR0oZf0g88/FK8fEz3Tw28OroiXN47pNVljUp6YWFNufTABZwa7H3uDjzSwci6vTkr9ZPX1svRXzU02C+s96VL+sZ5xWMWWmnZ6Z+TTodj3UtT0SEJ8e+7fPKU/e+Q0TzhBB5amdi7GohobWTzpw84bH6L7hWmOt0dlZKSftDQ0Pd+/fv3wsAo0ePrm02m91Tpkw5CQAmk+m2AwcOGAsKCshsNouFCxf61apVy3np3E2bNhnHjx8fsXLlyoNxcXGO/fv367p169agQYMG9latWlk99RyKwwUy8yqkpZeNMcYQvxZ+akepNDS+GtR5oQ7N+M923J4QjkGdEsp0vQKrA/+ZvdH5wcJtTiHE2zaH+00hRLm+ELFbJ4RYQ0QJ5+1K/74/WD5oH6Xx+6K3wRTuJ0EIgaELrUpMYivR6o6e/BdnBYhtlIzWHe/SbV63bAqAUWrnYexqZ06e0NQZu8Rj1zv2Zq8y1ZJ33nln3rx58wKGDx+eO2fOnKB+/fqd3bhxoxkA3nzzzdDRo0efiIuLcwBAXFyc4/nnn89+4403QhctWnTUE/lLwh+3Ma9BRBEgjA1/JNx0YfA+u1nGOkbUfjRcDHn3V+w9duaWrzN37T5R58FPLZ8s/mex1e5qYLW7XuXi2PsJIRQhxI8FDkSvTXNNb/hxgfXjLQ7lu51O8Xc20di3v+fiuAINe3aSEcDjF6esZIxdx5AhQ87+8MMPgRaLhfbt22dq06ZN4aV9Bw8eNLRq1cpy+fGtW7cuPHjwYLl3weQCmXkNySC9XePOGhpdMH8MfCsCWgVQYKdApdXoWYrF5ijVuTnnreg7aYHl8feWpp/Nt3U9X2jvz4t7VD5CCLvFKcYXOtFs/O+2lGGLbHTXQ6PJaPL+pcmrksAaNXH/8Od1Jh/fGWpnYczbtWrVypqRkaH/4osvgrp06XJFtyQhBF09JaUQAhXRiMYFMvMKRNQYwD0hvUK0amepzGoNCJVEuBbNnpt504P2lm4+jPrDPrf+9k/a1wVWZyMhxMbyzMjKnxBi33k7mpMkv/jTtx9afpr1kdvt9qrFF6u83gNHyHqjqQ0RdVc7C2PerkePHucmTZoUOXTo0LOXb2/QoIF106ZNpsu3bdmyxVS/fn1beWfiApl5BckofVSzb009D8wrG5IIUc9GSYfzzktD3vzlugPqCqwOPPLOr7YBUxedzi2w3VVgdTzD3SmqDiGE4na73nbYbY0XzPzg7zEPdy3MSj+sdqxqQ6vT44l/v2kymHz+S0T8hz9j1/HUU0+deeGFF7Jatmx5xXvQ2LFjs99///2wAwcO6ADgwIEDuvfeey/sxRdfzC7vTFwgM9URUQdJK7UMujOIfx49QDbJiP53NM3esI8+X7K92GP+2H0cDR7+3DJ//YGFhTZnrBBibcWmZBVFCHHUailok5F2cNwLD3e1/rl6Mc9EUkFatO+O6NiEGrJGM1LtLIx5s5iYGOeECROuWe65bdu21ilTpmT07t07tm7dugm9e/eOfe211zLatm1b7o05vJIeUxURkWSUdtceUjs+oG2A2nGqlPwd+Tj+6XH89d4QtGgYBuDCgh+vfLPe8eHCbRaL3TVMCLFY5ZisAhFRM73BtLTz3Q/4Pzxqsl6r5f7+5e3Y4X0Y+2jPQofdFi2EuPURtIzdopSUlLSkpKSin72KnubN26WkpAQnJSVFX72dp3ljauuv8ddE+bf2VztHleOb7IvgXsHKHS/NxolvR0puReC+V3+ybD98cpfF7uojhLjmr3VWtQkh/iaiRmuXzZu3f+fWVi+/M8snuGZttWNVaXViGqHTXQM065YveBPAo2rnYawyF7MViT/SZqohIq2klz6o/VBtM0k8rVt5COkdImljDSL+iS+V+Ee/sPydmv1lvsXRjovj6ksIcdZqKeiacSx12r8Gd7Du2LJO7UhV3uAnXtYT0SAiSlQ7C2Ps5nCBzNQjYYShjsHP3JinoCovRATfZr7SiTMFOHXO8liB1TFKCOFSOxdTlxBCcdhtUy2F+Xe/Ofbhc3O/fNupKIrasaosX/9ADH7iJb3J7Pex2lkYYzeHC2SmCiLyJQ39J+zBMB+1s1RVQgic/Omk88S3J3KgoJkQYo7amZh3EUKssdusCb/M+XzvexOesDqdpZs/m928rvc8JEkktSCiZLWzMMZujAtkpgrS0ljfJF+tsY5R7ShVkuJQkP5RujVnZc5+4RCJQogdamdi3kkIkWW1FLTZ/teaPyY/N8BiLSxQO1KVpNMbcN+w5/Qms99ramdhjN0YF8iswhFRKIDnQweEmm54MCs1t82NtLfTLIV7C1crNqWlEKLc54tklZsQwmq1FNx15MCu+S89flfhubOn1Y5UJXW/d5gkFOVOImqgdhbG2PVxgcwqnKSXJgd2CJR1ITzFlKe5C904+sbRQlu6bZFiU/oKIcp9tSFWNQghXDZr4cMns9I/GDOsqyU7I03tSFWO0eSD3oOe0Bp9zK+qnYWxipKdnS3HxcXFx8XFxQcHByfVrFmzyaXHx48f1/Tu3btuREREYkJCQqPk5OS4WbNmBQwZMiQqLi4uPiYmJsFgMDS9dPzXX38dWFG5eZo3VqGIKIi0NDTk7hC92lmqGtd5F468caTQddb1rWJXRgoheNQVKxVxYWL88RqtLvPfj3R/59UPfzTGxCWpHatKufv+xzQ/f//pvUQUJYRIVzsPq37CaocnZZ/I8lj9FxpW23UiK7PEqeNCQ0Pd+/fv3wsAo0ePrm02m91Tpkw5qSgKmjZtGjd48OCcX3755SgAHDx4UDdv3ryAb7/9Nh24sHJer1696l86vyJxgcwqFGnoKb+mfkIbyCuvepIz14kj/zlicZ13fSIc4iXBKwCxMnA5HZ8S0YlXnrr3+/Hvfmts3PR2tSNVGb7+gejWd6i06ufvxgN4Qu08rPrJPpGl+WmT53re3dcm9JZqyV9++cVXq9WKF198sahPV4MGDRzjx4/3imlIuYsFqzBEpIOEF4LvCuaReR7kOO3A4cmHLa481+uKXRnLxTHzBCHEQrvNcvfrY4ZYDu75R+04Vco9Dz6tUxT3ECKqqXYWxtSya9cuY5MmTSxq5ygJF8isIg0wRBo0PHOF59hP2XF48mGLu8D9kuJQ/qN2Hla1CCHW2KyWAZOfG2A9mrpH7ThVRlBwLdzRvR/p9IZ/q52FMW8xZMiQqIYNG8Y3bty4kdpZAC6QWQUhIpKM0sSavWv6qp2lqnCdd+Ho60ctbqv7RcWpfKR2HlY1CSF+tVkLh018+j5r5rFDasepMvo/PMoA4CkiClA7C2NqSExMtO7cubNoNqtvv/02fe3atQdzc3O9ovsvF8isotwhG+UwcxNeNc8T3FY3jk47Wui2uD8QLvGJ2nlY1aYoyjybtXDk+Cf7WE6d4HFlnlAzLAot2/cgrVb3rNpZGFND79698+12O7355pshl7YVFBR4TV3qNUFY1SYZpQkhvUN8SCK1o1R6ikvBsenHLM4c50/CIcarnYdVDy6X82tLYcHLL4/obTl75qTacaqEAY+ONpEk/ZuIeE54Vu1IkoRffvnl8IYNG3zDw8MTExMTGz300EPRr776aoba2QCAeDwPK29E1EAySDviPogzSnr+m6wshCJwfMZxW8Gugj8Um9JTCOFSOxOrXnR6w4TAGrXGvv31Ch9f/wqbkrTKmvrCg4U7Nq99xe1yTVc7C6uaUlJS0pKSks5celzR07x5u5SUlOCkpKToq7d7RT8PVrVJBunFGl1qaLg4LrvsudmOgl0FBxSbcg8Xx0wNDrvtNYPRp9br/x46/LVPfzJpNDxlY1ncP3y0z94df40log957nJWESpzMVuRuGJh5YqIgoRbPBjUJYjfRcvozPIz7tx1uScUm9JZCOG1U+Owqs9us4xKP7xvy3/ffsmudpbKrkFCUwQEhvgA6KR2FsbY/+MCmZUr0tDTfs38hDaA6+OyKNhbgJM/nSxQ7ModQoizaudh1ZsQwm21FNzzx6pFJ5bO+8qtdp7KjIjQa+AIs8ns9y+1szDG/h8XyKzcXFoYJOTuEJ74uAycuU6kf5xuFQ7Rj5emZd5CCHHeZi28c9YnUy17/tmodpxKrUP3fuR02LvywiGMeQ8ukFl56muIMMiGSIPaOSot4RI4Nv1YoXCKt4QQq9XOw9jlhBBHHHbr/dNeGm7NOXVC7TiVlo+vP1p3vFuRZc1wtbMwxi7gApmVG8kkPRnUOYgXBimD7B+zHY6Tjm3CKaaonYWx4gghVjgd9mn/GfNQodPBXZJv1V33P2rU6vWjiIjnwmTMC3CBzMoFEdUQDtHWr5mf2lEqrbxteTi79myeYlP68eh25s0cdtvUk5nHNs78eApXyLfg/LkcHNi1VditljAAd6udhzFPI6Jmffv2rXvpsdPpRGBgYFKnTp1iAeD48eOaTp06xTZs2DA+JiYmoUOHDrEAcODAAZ3BYGgaFxcXf+nrhRdeCLv0b1mWm13699SpUz3aRYmneWPlpb850eySjbJe7SCVkT3bjswvMq3CIXoJIXLUzsPY9QghFCIatPqX2amtOvTUJzZrp3Ykr+d2u5GyZS2Wzvufe9fff8ga32BFX7eZZM/Y+xCAJWrnY1VXRGhwUubJHI/Vf+G1argyss9cd+o4o9GoHDhwwFhQUEBms1ksXLjQr1atWs5L+8eOHRveuXPn8xMmTDgFAJs3by4auxQZGWnfv3//3suv9+67754AAJPJdNvV+zyFC2RWLiST9FTgHYE+aueojBSngmPTjxUqLuUlIcQWtfMwdjOEEDlE9NB7E56c98m8TSaTD/euKk52RhpWLf5OWbXoO8kNKBTRRKr5yKfQ+NeS3QW5yPjskT5E5COEKFQ7K6uaMk/maMQkz326S5Nvrti+88478+bNmxcwfPjw3Dlz5gT169fv7MaNG80AkJ2dre3WrVvepWNbtWpl9VjAW8RdLJjHEVEduNHQnGhWO0qldGrRKafrnGsT3PhE7SyMlYYQYqndZp3/37dfUv3NzZvYbRasWfojxjzcTRn1YEcs/225MNz5FGo+/Z0U0udF0vjXAgDI5kDow+NcAO5VNzFjnjdkyJCzP/zwQ6DFYqF9+/aZ2rRpU/RH4MiRI089++yz0a1atWowduzY0LS0tKK5YY8fP66/1I1iyJAhURWVl1uQmedJGOzXwg+Shv/+Ki3rUStyVuXYhEMMFbwOPKuEbNbCZzavW9Z9y4YVxpbtu6sdRzVCCKTu3Y7lP33j3rj6F1ljNLvl+u3k0JGvQNKZ5JLO802+y9d56uhIAN9VYFzGyl2rVq2sGRkZ+i+++CKoS5cueZfv69ev3/l27drtWrhwof/y5cv9mzVrFr9r1649QPFdLCoCVzDM4yS9NCKwfSDP7VZKilPB8U+PFwqneEoIwXNmsUpJCJFvt1nu/2jKc9a83DNqx6lw586exqLvPxVP3tdCvPrs/WLz3lQKeuA/CHniazmo86OQdKbrnm+q3wrC7UwmoogKisxYhenRo8e5SZMmRQ4dOvSaBa9q1arlfvLJJ88uWrToaJMmTQpXrlyp6sfQXCAzjyKiRJKppqn+9d8E2LVO/3La6cp3bYLAbLWzMFYWQogNLpfj849eG2WpDh+EuF0ubPtzFab8a6D7ib7NMG/u/xRXwl0U8swcqvnAa5I+rMFNX4s0Opji2gOSPKQcIzOmiqeeeurMCy+8kNWyZcsrumEtXrzYNz8/XwKA3Nxc6dixY/q6des61El5AXexYB5FWhoW0C5ASxJP5Vkatiwbziw/4xQOMZy7VrCqwG6zvrw35a++m9YsiW7bubfaccpF1vEjWLnoW+W3xd9LgmSFIpPlmo/9Fxq/4BK7UNwMc+M7DZaDmx4B8IaHojLmFWJiYpyXZqq43NatW03PP/98lCzLQghBQ4YMOdOhQwfLgQMHdGrkBADi92LmKUQkSXrpZL1X6gXz6nk3TygCR6YcKbQet44TLvGh2nkY8xQi6uQfGLzks5+2mvSGqrHivNVSiE1rfsGvP3ypZKYfkuQaUW6f1gNkn/qtPXYPobhxfPoAm3DaY4UQmR67MKuWUlJS0pKSkor6O6kxzZs3S0lJCU5KSoq+eju3IDNPul32lfVcHJdO7oZcYc+2H+VZK1hVI4RYYzL7rf959owuAx4ZXWnfb4QQOLj7byz76Rv3X2uWyBqTn1vToL1cq9ckSDpjmVqLi0OSDEPdpm7rwU13AfjC09dn1VtlLmYrUqV9wWLeRzJIjwR1DOK5j0tBsSvI/iHbptiUR4QQbrXzMOZp1sL8kT/N+mj3nb0GaWrUDFM7TqmcO3sav/86Vyyb/zUKC86DQhtKQQOnQR8a6/Gi+Go+DW/3safvGgQukBlTBRfIzCOISENa6u/fyp8HfpbCmWVnXFCwSgixVe0sjJUHIcQRvcH48dcfTnpmzNT/en0/C5fLiX82/Y6l875y70vZLGv9ayn65D5ySPJdkKSKe3kz1G0GxWlrS0RGIQTPK81YBeMCmXlKS22gVtGFqNafvtJxnXfh9NLTTuEQo9XOwlh5cthtU/7+c9VjB3b/bWzYuJnacYqVkZaKVT9/p6xeMkeCpFEo6rYLA+58a5R7a3FxZKMvdMF17I6ThzsCWKZGBsaqMy6QmUeQhu72a+bn9a1D3uTUwlN2IvpWEcphtbMwVp6EEAWSJI2aMe2FT9+b9bu5Iltir8daWICNvy/Gkh++UE5kpElycB1h7vE8TDEtvCKgKa6d2Xk28z5wgcxYheMCmXkE6ai/uYlZe+MjGQDYT9mR+0euWzjFK2pnYawiCCG+P52dOXbDqoUJHbr3UzMH9u/cgmULvnFvWb9M1pj83ZqGHeRafV6DpDOo0lpcEmNMSylv4w99iWgET//IWMXiApmVGRHVJC1F8+IgNy97brYFAm8JIU6rnYWxiiCEUIjoX9/PeH1R+673+lR0K/LZMyex5te5YtmCr2EpLASFNZRqDHobulp1vaoovpw2OAqk1RuF05YAYLfaeRi7VbIsN6tfv77V5XKRLMti0KBBORMmTDgpyzKWLFniO2jQoJjw8PCihUGmTZt2vG/fvvlqZuYCmXlCV5+GPnZJI3EH5JtgPWpFwe4Cu3CJd9TOwlgFW20pOJ++Zf2yRq073l3uN3O5nPj7z9/w649fug/s3iZrA0IVQ9N+ckiT7hU64O5WERFMDdpqClJW9AYXyMxDImqHJmWeOOm5eZDDarkysrKvO3WcXq9X9u/fvxcAMjMzNffff3+9vLw8+f33388CgObNmxesWbPmkKcyeQIXyKzMyEj9fJv6+qqdo7LInp9dKJxighCiUO0sjFUkIYQgonGzP5/2basOd5mJymfFzeNHD2DFwlnuNb/+IJNGp1B0M7nm419AYw7y2tbikpjqt9Zb9m8YBF5Vj3lI5omTGrHqJY9dj7pOK1UtGR4e7vryyy/T2rZtG//uu+9meSyIh3GBzMqEiEhr0PbMmXcGeb/lufUN9HJQ5yAYo3i8XnHs2XZYDloEBL5WOwtjKlmcc+pETsqWdebkVh09dlFLYT7+/O1nLPnhC+VkVrokh0ST790vwlivqfc3FV+HISoRwmlvSEQ1hBA5audhzBPi4+MdiqIgMzNTAwDbtm0zx8XFxV/av2DBgsMJCQl29RJygczKLt5g1rv/Pe9p7P8zVd6+Yrf78BtpsqSVhFRDVsxJZjmwUyC0/jx+DwDOLDtjA/CxEMKidhbG1HCxL/L42Z9P+yy5VUdzGa+FvTv+wrIFX7u3blgpa80Bbk2jTnKt+96ApNFV6sL4EtLooI9sbLelbe8B4Hu18zDmKZePO+UuFqwq6hTfroFUMzoYNaODcceDbWTFreDYrgzau/6glLJqj/vQr4dkva9OkUIl8mvlTwFtAiBVjfeuUnEVuHBu4zkIp/hA7SyMqeyHjLTU9/albDE3SmpZ6pNzTp3A70vmKMt++oZsNisoLF4Kfuhd6ELqVLouFDfD1PB2X/uJgwPABTKrIvbu3auTZRnh4eGulBTvXPmaC2RWJiZ/Y+/4Oxpc0Z9CkiXUTY5C3eQouvu5LrLd4kDqliPSnrX7lZ2r9uHg96dIF6Bza6I1cuAdgfCJ96kUA2bK6uyas26S6WfFoWSrnYUxNQkhXJIsT5r75VtvT/5o/k21IjudDmz7YyV+nfeVO3XPP7ImIFQYWwyUQhK7VPnXD0NkAqC426idgzFPyMrK0jz++ON1hg8ffsqbf3e5QGa3jIgkrV5ze4M2Mdc9Tm/SoXHHODTuGCc98Gpf5J3Ox/4/U+Wdv+117/1vqqy43NAEadz6OIMc1CkIhnBDBT2DiqO4FOQsz7ErNuV1tbMw5g2EonxzYNffb2akpSIiun6Jxx07vA8rF33rXrP0R1nS6hUpurlcc8T/oPHxr5KtxcXRBIUDQvEnoppCiFNq52GstOx2uxQXFxd/aZq3Bx54IGfSpEknL+2/ug/y2LFjTwwfPjxXnbQXcIHMyiLRFGASgaH+pTrJP8QXrfo2Rau+TWUhBLIPn8L+Pw7J21fsdh+ZkiZrDRpFCpZhvs0sBXYMhMZc+X9M8zbnQQixUwixU+0sjHkDIYRNbzB+sXLRrGcf+ddrV0wRWVhwHn+sXCiW/PilOHMyQ5JC6pFf75dgjE723uamckQkQVuzntWRtb8FgF/VzsMqt/CwWq7Szjxxo+vd6Bi32/13Sft69eqVn5+fv8NTeTyl8lceTD2ETvHtG5TpZ4iIEBZbC2GxtdDp4dtlt9ONoynHpT3rDoiUVXuU1J9TJb2fzi3VlqWANgHk19IPkqZyvUcKIXD6l9P5ikWZonYWxryJw26bsfqXOU8/9NR4aLQ67Nm+Ecvmf+3+e+NvstYcpGgbdZZr9n+zygy4KwtDVKLZkZ3aBlwgszK60ZzF7AIukNktM/kZuzZsE+PR/hCyVkZs82jENo+me17oTtZ8Gw7+dVjevXa/e9fi/VL2zGzSB+pcmnpaTVCHIPg09PHk7cuFPcMOV67LDmCF2lkY8yZCiMNmX//dH0x+pvnelM1w2O2g2glS8NAPoKsRUW26UNwMfe04WdKZOqudg7HqggtkdssUt3JbZEJ4ud7D6GtAUtcEJHVNkAEg98Q57PvzkCZl1R73gY8OyUIIIQdpFGOCUa5xZw3oQrxvMb/cP3MdQhHfCCEUtbMw5m0KC85/u+2vNU39Oo2Q/RI6VfkBd7dKH9YAitOWREQkLp8fizFWLrhAZreEiHxkjRQSWi+kQu8bGBaAtv2bo23/5rIQApn7s2nfHwelHSt3u4+MPyJrTRpFCpFgbu4rBbYPhMak7o+4UATO/XHOJZxipqpBGPNeX7gcjmmGOk1MXByXTDYHQtIZhWJ1xgJIVTsPY1UdF8jsViXWiAyyyFrZT60ARISIRmGIaBRGXR/vIDvtLhzZfkzas/aAsvO3PUrq/FRJ769zyxEaKeD2APJt5lvhrVOWVAuEW5wUQuyu0BszVkkIIWyS3jS/cM/vD/q3eYC7VVyHvnZDxXp4a0twgcxYueMCmd2qpOgmkV7186PVa9CwdQwato6R7nvpLhTmWXBg42F51+/73Ht+2C9lf5VN2kCtWxerk4M6BcFUz1TumXI35NoUu/JFud+IsUpMOKyf529fdp9f6wFmIlI7jtfSRyaabem72oMXDGGs3HlVgcMqD72PvnV0UmT5V5hl4ONvQtOeiWjaM1EGgDPHz2LfH6lyyqo97oNvH5YlzYXlsE2JJjmoUxB0QZ7tv6y4FJzfeh5Q+M2MsRvYpNgKbM4zx8y6kGi1s3gtfe0GRLKmg9o5GCut9PR0zdNPPx2VkpJi0ul0IiIiwv7RRx8db9myZUJ0dLTN6XRSq1at8r/99tv0Q4cO6ZKSkhpHR0fbhBAwmUzKN998czQpKclekZm5QGa3RNZILSMahakdo1SCI4PQflArtB/USlYUBcf3ZNHeDQellJW73YfHHpZ1Zp0i1ZLIr6UfBbYNhGQoW3eMgl0FgIz9Qoh0Dz0FxqokIYSQdMaF1kNbHtWFRHNH5BLoasVCcVhjiEgnhHConYdVTiFhIUlnss94rP4LDg12nT5xusSp4xRFQZ8+fWIHDx6cs2TJkiMAsHHjRmNWVpY2MjLSvn///r1OpxNt2rRp+N133wW0bt3acmk7ALz99tvBkydPDvvpp5/SPJX5ZnCBzEqNiCRZI8WGV7IC+XKSJKFOYgTqJEZQz6c7yw6bE4e2HpV2r92v7Fq9TxyYc0DSB+rcmkitHNA+AOYm5lL3X85dn1uoWJTPyukpMFalCKdtQeH+DQ/4txmg2rgGbyfpDND4hVhd57KTAGxVOw+rnM5kn9E0/qaxx663++Hd160llyxZ4qvRaMSLL754+tK2tm3bWg8cOFD0sa1Wq0XLli0LUlNT9a1bt7Zcfv758+flgIAAt8cC3yQukNmtiDH6GZ0+/ibvm1PtFukMWsS3b4D49g2kARP6ID+nAPs3HpJ3rd7n3jPzgJxtOwFNoNZtaGiQgzoHwRB5/emfhUugYE+BBsCiCnkCjFV+65w5GTq39TxkI9fIJdFHxGtd57JbggtkVkns3LnTmJSUZLneMfn5+dL69ev9Jk6cmAkAx48f18fFxcUXFhZKNptN2rhx4/6KSfv/uEBmtyIpolFYhf81V5F8a5jRoncyWvROloUQOHX0DPb9mSrvWLHHffg/abKsu9B/2ZxsloM6BUHjd+WvkuWIBaSh44pdOVnCLRhjlxFC2GSj70brkb87mxM6qR3Ha+nDGxktqX+1A/CJ2lkYK6tLhTARoWfPnucGDBhw/sCBA7rLu1h88cUXgY888kidDRs2VOjsLVwgs1KTNVLTek3rmNXOUVGICLXqhaBWvRB0HNJWdrvcOLYrg/auPyjtWLlHSV2SKul9dYoUJpFfK38KaBuA/J35LuEUP6mdnbHKRLEVzLEc+LOlOaFTtXl9KS1NQBiI5IZq52DsZiUmJloXLVoUWNy+ywvhkgwaNOjcc889F10u4a6DB0OwUjOYDbdHxteutj87skZGvdvqoNeorvTKr/+S3t3+Koa/M1Bq1rSJYltuEQefPoD8Necl4RRL1c7KWCWz1HZ0u1a4XWrn8FqagFAItytS7RyM3azevXvnOxwOevfdd4MvbVu3bp3p0KFDN9VNc9WqVb6RkZEVOoMFwC3I7BY4Ha7GEY1qqx3Daxh89Ejs1AiJnRrJg6bci6yD2fjP3dMVABvVzsZYZSKEyJIN5nR75r76hqhEteN4JY1vMITLHsgzWbDKQpIkLF68+PDTTz8dOX369FC9Xl80zVtJ51zqeiGEgFarFZ999tmxiswMcIHMSomIgjQ6jblGZLGfljAAJ4+egd6s31qYa3GqnYWxykZx2n+ypm0fY4hK5FX1ikGyBpLR16pY8qIAHFI7D6t8gkODXTeaeaK017vRMdHR0c6lS5ceuXp7amrqnqu3NWzY0GGz2f7xVL5bxQUyK62YoPAAqyRJVWYGC0/b98dBuzXPtljtHIxVSorrT3v6rqcA8FQWJdD413I7LHl1wQUyuwXXm7OY/b9q24+U3bLwwLAAXgv2OvasPeAQQvyudg7GKqktjpNH9EIItXN4LW1QhBZAPbVzMFaVcYHMSis8OCJQq3YIb2W3OJCbnWcAsF3tLIxVRkKIkyDKd+VmqR3Fa2lrhBshaxuonYOxqowLZFYqskaKrBEReP1VMqqxzAMnYDDpjwkhuP8xY7eIZM02+4mDasfwWhr/UJK0hni1czBWlXGBzEpF76OPDQj15y4WJcjYmwUhxN9q52CsMlNsBavtGXsrfFqnykITEApAxKqdg7GqjAtkViokUZ2AWv5qx/Bax3Zm2Kz5Np7ejbGy2Ww/vtumdghvpQkIheK081ybjJUjLpBZqSguJSwglAeXl+RoynE7AB4hzFjZ/OPMzfIRLu6pVBzJ6AcAWiIKUDkKYzdFluVmcXFx8fXr10/o2bNnvfz8fAkA0tPTNb169aoXGRnZOCYmJqFDhw6xO3fu1F86b/LkyTX1en3TnJycomkflyxZ4uvr65vcqFGj+Lp16yaMGDEiojwy8zRvrFQcNmewfy0ukIujKApOHT1tAhfIjJWJEKJQMpizHGeORelDuSfB1YgIGnMNqysvuy5ucUBwVFTU72azOcrD0SqNgoKC9PT09M5q51BDWHhoUnbWSY/Vf6G1a7lOZGZf931Pr9crl5aU7tOnT9133303ZOLEiSf79OkTO3jw4JwlS5YcAYCNGzcas7KytE2aNLEDwPz582s0bty48Pvvvw947rnnci5dr3nz5gVr1qw5VFBQQImJifErV67M7datW6GnnhPABTIrBSLylTWSbPIzqh3FK50+lgNZK+c57a5zamdhrLIjSUp1ncvmArkEmsBQuPKy6+EWC2Sz2Ry1d+/eGA/HqjTi46vvGMfsrJOaz46+5bHrPVn3xVLVku3atSvYuXOnccmSJb4ajUa8+OKLpy/ta9u2rfXSv/fs2aO3WCzStGnTjr/xxhthlxfIl5jNZpGQkGBNT0/XAfBogcxdLFhphJuDfKxEPEavOBl7T0Cj1exWOwdjVYFw2ne78rLVjuG1NIG19QAi1c7BWGk4nU6sWLHCLzEx0bpz505jUlKSpaRjZ86cGXTfffed7dGjR8HRo0cNmZmZ1xTip0+flo8eParv1q1bvqezcoHMSiPcv6afonYIb3XyyClhK7BtUTsHY1WBcDlSnTmZ1hsfWT3JRj89QIFq52DsZtjtdikuLi4+MTExPiIiwjFq1KgzNzpn4cKFQUOHDj0ryzJ69uyZO2vWrKKf923btpkbNGgQHx4entStW7e8qKioGy53XVpcILPSqB0UHijf+LDq6czxsza3S0lXOwdjVcQR19kMh9ohvJVk8AVp9bU8ca2cnBwkJycjOTkZoaGhCA8PL3pMRBgyZEjRsS6XCyEhIejVq1fRtkWLFqFJkyaIi4tDYmIiFi1aVOx91q9fj6ZNm0Kj0WD+/PlX7Js5cybq16+P+vXrY+bMmcWeb7fb8cADDyA2NhatWrVCWloaAODAgQNo1qwZkpKSsGnTpqKcXbp0gcVSYgMlq0CX+iDv379/78yZM48bDAaRmJhoTUlJMRV3/ObNm43Hjh3T9+jRo0F4eHji4sWLg+bPnx90aX/z5s0LDh48uHfbtm17Zs6cGbJx40aP9/3kApmVRnhwZBAvElKCnIxcB4BMtXMwVkUccZ3L5veoEkgGM0jW1PTEtWrUqIEdO3Zgx44dePLJJ/H8888XPfbx8cHu3bthtV5ozF+1ahXCw8OLzk1JScGYMWPw888/Y//+/Vi8eDHGjBmDnTt3XnOfqKgofPPNNxg8ePAV28+ePYvJkydj8+bN2LJlCyZPnozc3Nxrzv/qq68QGBiIQ4cO4fnnn8fYsWMBAJ9//jmmTZuG+fPn45133gEAzJgxA0OGDIHJVGz9xbxA79698x0OB7377rvBl7atW7fO9Ouvv5pnzZoV9MILL2RlZmbuyszM3HXq1Kmd2dnZuoMHD+ouv0aTJk3so0aNOvHGG2+Eejofv/iwm6b30dULrB3AAztLkJudB3CBzJinHHNb8kxCcaudwytJBjNAFHzjI8uuZ8+e+PXXXwEAc+bMwaBBg4r2vfPOOxg3bhzq1q0LAKhbty5efvllvP3229dcJzo6Gk2aNIEkXVl6rFixAl27dkVQUBACAwPRtWtXLF++/Jrzf/75ZwwbNgwA0L9/f6xevRpCCGi1WlitVlgsFmi1Wpw7dw6//PILhg4d6rHvAfM8SZKwePHiw6tXr/aLjIxsHBsbmzBp0qTaUVFRzkWLFgUNGDDg3OXH9+zZM3fmzJlBV1/nhRdeOL1582bf/fv3667eVxZc7LCbJmvkYJMfNyCX5PzpfB24QGbMI4QQNklnPO8uyAnU+HmkobRKkQw+gECF9EEeOHAgpkyZgl69emHnzp145JFHsGHDBgDAnj17MGbMmCuOb968OT755JObvn5mZiYiI/9/vGFERAQyM699Kb38OI1GA39/f+Tk5GDkyJEYOnQo7HY7Pv/8c0yZMgXjx48HDygvXmjtWq7Szjxxo+vd6BiLxVLsbCvR0dHOpUuXHrl6e2Zm5q6rt3355ZcZl/7dq1evokF5ZrNZnDp16tqPLMqIC2R204jIoNHxj0xx3E437BaHDsBJtbMwVlWQrM1wncvmArkYksEMIZQAIpIA9AVQC4AfAN+LX35X/ffSv98WQnxUmns1adIEaWlpmDNnDu66664r9gkhrilEi9t2PUKIa7YVd35Jx0VFRWHt2rUAgEOHDiErKwtxcXEYMmQIHA4HXnvtNTRo0OCm81R1N5qzmF3A1Q67eQS9Rstj9IqTd+o8tAbteXuhnT8PZsxzTrgt5xPVDuGNJL0JUNw+uPA+3gOAAuA8gHwApy/+93wx/z1xK/fr06cPxowZg7Vr1yIn5/+no01ISMC2bdvQpEmTom3//PNPqeYZjoiIKCpwASAjIwMdO3Ys9rjjx48jIiICLpcLeXl5CAq68hP38ePHY+rUqfjwww/x4IMPIjo6GpMnT8b3339/80+WMXCBzEqHW5BLcO7keWi08im1czBWlQihnFFsBWrH8EqkNQCKWy+EcAAYUd73e+SRR+Dv74/ExMQritkxY8bg/vvvR+fOnREdHY20tDS8/vrr18xScT3du3fHuHHjigbmrVy5Em+88cY1x/Xp0wczZ85EmzZtMH/+fHTu3PmKluZ169YhPDwc9evXh8VigSRJkGWZZ7Jgt4SrHVYaei6Qi5d36jyIKEvtHIxVJcLlOMkFcvFIo4dQ3B4dlHQ9ERERGDVq1DXbk5OT8eabb6J3795wOp3QarV46623kJycfM2xW7duxb333ovc3Fz88ssvmDRpEvbs2YOgoCBMmDABLVq0AABMnDixqGV44sSJaN68Ofr06YNHH30UQ4YMQWxsLIKCgjB37tyiawshMHXqVPz4448AgBEjRuDBBx+Ey+XCjBkzyuE7wqo6Kq5PD2PFMQf67Hzys6GJ9VvVUzuK19m88B/8MOXnxYW5lnvUzsJYVUFE4/xa3jclsNMj3LfrKkIIpL/VGwA0QohSd+2Kj48/VM2Xmj68d+/earGOeUpKSlpSUtINF+aorlJSUoKTkpKir97O07yxmyaE4BbkErgcLggFNrVzMFbFnFfshU61Q3gjIgIkjROAxxdIYIxxgcxKQQjoNHoukIvjdLggFIWXxWXMsyyKw8oDX0tAssYNgFfCYF4vPT1d06tXr3qRkZGNY2JiEjp06BC7c+dOPRE1GzVqVO1Lx504cUKj0WiaDh06NOrSto8//rhG/fr1E2JjYxNiYmISJk6cWAsAVq9e7dOkSZO4uLi4+Hr16iWMHj269uX3HD58eGTNmjWbuN239hLC1Q67aUIInUbHn3QWx+10QyiCC2TGPMsiHDZF7RDeijQ6t3DauEBmpRIeEpKUdeaMx+q/2sHBrszTp0ucOk5RFPTp0yd28ODBOUuWLDkCABs3bjRmZWVpIyIi7CtXrgwAkAUAs2bNCoyNjS36NPbHH3/0+/TTT2uuWrXqYHR0tNNisdCMGTNqAMCjjz5ad86cOYfbtGljdblcSElJKVqowe12Y/ny5QFhYWGOZcuW+V4+b/LN4gKZ3TxFaDVa/pEpjsvhgtvFLciMeZhFcXKBXBKSZAXALQ3UKygoSC/NVGxVTUFBQbraGdSSdeaMZm/DOI9dL/7A/usWBkuWLPHVaDTixRdfPH1pW9u2ba0HDhzQGQwGERsba12/fr3pjjvusCxYsCCob9++Z7OysnQA8NZbb4VNmzYtIzo62gkAJpNJvPDCC2cA4OzZs5qoqCgncGHhmGbNmtkuv2eDBg2s/fv3z509e3YQF8isXCmK0HILcvFcDhfcTneh2jkYq2KccN9wka5qSyhuCYDjVs5NT0/v7OE4jBVr586dxqSkpBLn2hs4cODZ7777Lig8PNwpy7KoXbu281KBnJqaarz99tuLPXfEiBEnGzVq1LhVq1b53bp1yxs5cmSOyWQSADB79uygAQMGnB00aNC51157Ldxut5Nery/VrBTcB5ndNKEoWh6kVzyn3aUIIexq52CsitGRRqt2Bq8l3C4JAL/usEqtX79+59etW+f3zTffBPXr1+/szZ73zjvvnNi0adO+Ll26nP/xxx9rdOzYsQEA2Gw2WrNmjf/gwYPPBQUFKcnJyYULFy70K20uLpDZTVMUoeECuXhOm9MNfqNizNP0JGtvfs3i6kbhApl5v8TERGtKSkqJfeUNBoNo0qSJZcaMGaEPPfRQ7uX7YmNjrX/++WeJ5yYkJNjHjh17euPGjQf2799vzM7OlhcsWOCXn58vN27cOCE8PDxx27Zt5jlz5gSVdI2ScIHMbpriVjTcxaJ4kiwR+PeJMU/Tk0bHv1clEIpyy10sGKsovXv3znc4HPTuu+8GX9q2bt0606FDh4r6z48dOzZ70qRJGaGhoVdMOfHiiy9mjxs3LiI9PV0DAFarlaZOnVoTAObOneuvKBeGKOzatcsgy7IIDg52z507N2j69OnHMjMzd2VmZu5KS0vbtWHDBr/8/PxSvZZUi+bAqKio381mc9SNj6weCgoK0m+l/xlJpAhFcIVcDL2PXgOebokxT9OTRsctyCVR3BpwCzLzcpIkYfHixYeffvrpyOnTp4fq9XoRERFh/+ijj45fOqZ58+a25s2bX7OWwAMPPJCXnZ2tufPOOxsKIUBEePDBB88AwHfffVfjpZdeijQYDIpGoxFffvnlUavVKq1fv95/5syZxy5dw8/PT2nevHnB3Llz/R9//PHcq+9RkmpRIJvN5qjqvGLQ1W515LIsSw6H1anVGStsddNKQ2fQQqvX+Kudg7EqRkcaLbcgF0MobgACAHgUIyuV2sHBrhvNPFHa693omOjoaOfSpUuPXL09NTV1z9XbnnvuuRwAOZcejxo1KmfUqFE5Vx93acq4q+Xl5e24etvKlSsP3yjj1apFgcw8Q5Ilu8Pq8AF81I7idXRGHWStXOpBAIyx69IT9+sqlnC7AJLcQnGXamQ+Y9ebs5j9P/7LnN00kiWbw8arvhZH76ODJEsBaudgrIrRk0bP71PFcTsBSeLWY8bKSbV84ZFlGcnJyWjcuDHuv/9+WCwXptjLzs7GwIEDERMTg/j4eNx11104ePBg0Xnvv/8+DAYD8vLyiratXbsW/v7+uO222xAXF4cxY8YUe8+cnBx06tQJZrMZzzzzzBX7/v77byQmJiI2NhbPPfcchCi+QeCNN95AbGwsGjZsiBUrVgAA7HY7evTogcaNG+PTTz8tOnbEiBHYvn37rX2DSiBJZHVYeTxIcYy+RpBEwTc+kjFWCgZuQS6ecDtBxAUyY+WlWhbIRqMRO3bswO7du6HT6fDZZ59BCIF7770XHTt2xOHDh7F37168/vrrOHnyZNF5c+bMQYsWLbBw4cIrrte+fXts374d27dvx5IlS/Dnn39ec0+DwYDXXnsN77zzzjX7nnrqKfz3v/9FamoqUlNTsXz58muO2bt3L+bOnYs9e/Zg+fLlePrpp+F2u7FixQo0a9YMO3fuxH//+18AQEpKChRFwW233VbWb9UViMjisHILcnF8/I2AQKDaORirSkhnjJZ9AnmQXjGE2wmQxC/IjJWTalkgX659+/Y4dOgQ1qxZA61WiyeffLJoX3JyMtq3bw8AOHz4MAoKCjB16lTMmTOn2GsZjUYkJycjMzPzmn0+Pj5o164dDAbDFdtPnDiB8+fPo02bNiAiDB06FIsWLbrm/J9//hkDBw6EXq9H3bp1ERsbiy1btkCr1cJqtcLl+v+GhAkTJmDKlCk3/T0gIi0RBRFRNBElEtHtRNSDiO4nokeJ6BkiCgDBYrdwC3JxTP5GKIrCg/QY8yCSNXVlc6mnL60WLvRBJi6QGSsn1bpAdrlcWLZsGRITE7F79240a9asxGPnzJmDQYMGoX379jhw4ABOnTp1zTG5ublITU3FHXfccdMZMjMzERERUfQ4IiKi2AI7MzMTkZGR1xzXtWtXZGdno1WrVnjxxRexePFiNGvWDLVr177ufYmoCxGdIiIbAAuAQwDWAZgN4G0A/wIwAEBbAPUA6CBw3lbAMwoVxyfQBJfDHaB2DsaqFEWEy7411E7hlYTLCZDELRaMlZNqWSBbrVYkJyejefPmiIqKwqOPPnrDc+bOnYuBAwdCkiTcd999mDdvXtG+DRs2oEmTJggNDUWvXr0QGhp601mK629MdO0niiUdp9FoMHv2bGzfvh33338/pk+fjhdeeAGjR49G//79sXjx4pJu/TuAxgACAeiEEEFCiDpCiEQhRFshRA8hxP1CiEeFEKOFEKcUt3LaklficurVml+IL9xOt4mIeC5kxjxEuB01ZTMXyMW50AeZuEBmXq9ly5YNFyxYcMUsT1OmTKlJRM3i4uLiL33Vr18/gYia/fPPP4aSrlWRquU0b5f6IF8uISEB8+fPL/b4nTt3IjU1FV27dgUAOBwO1KtXDyNHjgRwoZvGkiVLcPDgQbRr1w733nsvkpOTbypLREQEMjIyih5nZGQU2/obERGB48ePX/e4Tz/9FMOGDcOmTZug0+nwww8/oE2bNujTp8811xNCKACubQa/DqfdddJy3lqaU6oNSZLgF+JrOZedVxfANfM6MsZKh4i0IMlH9glQO4pXEk4bAOIWC1ZqEWFhSZnZ2R6r/8JDQ10ZJ06UOHXc/fffnzNnzpygfv36nb+0bcGCBUHLli070KNHj4JL25555pnw+Ph4XdOmTa9ZMEQN1bJALk7nzp0xbtw4fPHFF3j88ccBAFu3boXFYsHy5cvx6quv4uWXXy46vm7dujh27NgV12jQoAFefvllvPnmmyX2U75aWFgYfH198ddff6FVq1aYNWsWnn322WuO69OnDwYPHozRo0cjKysLqampaNmyZdH+3NxcLFmyBCtXrsTixYshSRKICDab537OXA7XmcJzVjcAHlVejOCoIIULZMY8JkzSm2wkyfypTDHc+TkAkHGj4xi7WmZ2tkZ89umND7xJ9OTT160lhwwZkvv666+HW61WMhqN4sCBA7pTp05pu3XrVlQcL1u2zLx48eLAHTt27PVYsDKqll0sikNEWLhwIVatWoWYmBgkJCTg1VdfRe3atTF37lzce++9Vxx/7733Yu7cuddc58knn8T69etx9OjRa/ZFR0dj9OjR+OabbxAREYG9ey/8HMyYMQOPPfYYYmNjERMTg549ewIAFi9ejIkTJwK40MI9YMAAxMfHo0ePHvjkk08gy/9fp06ZMgWvvPIKiAjdu3fHtm3bkJiYWFTse0huwdkC/kivBKH1QvS40F+bMVZ24bJPIA9CK4G7IAfCZS/16mCMVbTQ0FB3UlJS4YIFC/wBYObMmUF9+vTJlaQLJeiZM2fkESNGRH/55ZdHg4KCFFXDXqZatiAXFBQUu7127dr48ccfr9leXLH73nvvFf27Y8eORf82Go3FDrIDgLS0tGK3N2/eHLt3775me58+fa7oHjF+/HiMHz++2Gu8//77Rf82GAxYuXJlsceVUW7+2UKed7MEteqFGHRGbZzaORirIsJlvxCe4q0ErvOnncLlSFM7B2M3Y8CAAWd/+OGHwIceeujcTz/9FPTll1+mXdo3fPjwqP79+5/t1q1boYoRr8EtyKw0cgtzLV7z1523CY6qAa1eG692DsaqBorTBtcxqp3CW7nyTtoAFN8aw5iXefDBB8/9+eeffn/88YfJZrNJ7dq1swDARx99VOP48eP6t956K0vtjFerli3I7JadOJedx39UlSAkMgiKotRVOwdjVYFk8Gmnq1VPq3YOb+XKO62AC2RWSfj7+yutW7fOf+yxx6Lvu+++swCwd+9e3dSpU8PXrFmzX6v1vl91LnZYaRzNO3XeWNJS2NVdjcggOCyOUCLi3yvGykgoShNdTe7SXxJ34VkZXCCzSmTgwIFnDxw4YBwyZMhZAJg6dWqY1WqV7rvvvtjLp3tbvny5We2sQDVpQS4oKEiPj+dPvi8pKChIv5XzhBD5OoPWdv5Mgdk/xNfTsSo9o68BJn+jMz+nsAGA/WrnYayyIiIzJDlEWyPixgdXQ0IIKNYCIwCv+1iaeb/w0FDXjWaeKO31bua4oUOHnhs6dOjflx7Pnj37GIBj1zlFVdWiQE5PT++sdoaqQmvQZp5Jz2nIBXLx6jWtI1JW7W0FLpAZK4tETUBoIUkyL99eDMV6HiRJdsXl4onpWaldb85i9v/4o2BWKkR06Ez6WbVjeK36LeuZ9SZde7VzMFbJJelD63tfp0Qv4c7PAWl0p9XOwVhVxgUyKxVbgW33meNnuRNyCaKToyBrZS6QGSsD0hlb6cIa8AIhJXAV5ACSxN0rGCtHXCCzUnG7lEPZh0/x8qYliEqoDVuhvS4RecVa8oxVRiTJrXS1eIBeSdz5ORCK4rV9NxmrCrhAZqV15OSR07xYSAl0Rh2CI4KsAJLVzsJYZUREesVhi9HV5BkTS+LOPyOEw3pI7RyMVWVcILPSOpKTkVstBnfeqtiWdXUAWqqdg7FKqpUmINQm6X3UzuG1XHknrRBKhto5GKvKuEBmpZVhzbcanHZuRC5JbPNog8nfeKfaORirlCT5TmNMc15B7zqcORlOAGlq52DsZhFRs759+xZ9LOR0OhEYGJjUqVOnWAD48MMPaxBRs59//rloiqxZs2YFEFGzr7/+OhAA7HY7Pf300+F16tRpXL9+/YTExMRGP/74o195ZeaWQFYqQgiX0WzIOZuZW7NWvRC143il+q3qwWl3dSQiSQjBS3MzVgqkNdxjiGrCM1iUQAgBZ85xAwCeqovdkrBatZOyT53wWP0XWjPMdeJk1nV/Ho1Go3LgwAFjQUEBmc1msXDhQr9atWo5Lz+mfv361tmzZwfdc889+QDwww8/BDVs2LBoKsPnn3++dnZ2tnb//v17jEajOH78uGbFihXlNucsF8is1GSdfOzM8bNcIJcgJKoGzEE+lJt1rhmArWrnYayyICIfjaRJzFs0DTafQLc7vKFsTuoGQ1QSiEjteF7BnZ8DCMUhhMhWOwurnLJPndB8/MRqj13vmc/vvKla8s4778ybN29ewPDhw3PnzJkT1K9fv7MbN24sWjWvVatWBZs3bzbb7Xay2WyUlpamT0hIsABAfn6+NHv27JAjR47sNBqNAgAiIyNdjz32WK7HnshVuIsFKzXFpew/c5znQr6eZj0TDbJWvkftHIxVMp0TasYW/PnEXLzW/jG5oyK5bQun4cz0B8SZL592n139BRxnq/fqyo5TR0Ba/V61czBWWkOGDDn7ww8/BFosFtq3b5+pTZs2hZfvJyLccccd53/66Se/2bNnB/To0ePcpX179+7Vh4WFOYKCgirsU1luQWalZs237Tl19IwL/PNToiZd4rV/ztv6AIBX1M7CWGXhozX2vathR99Q32D0a9wd/Rp3l4UQOHgmjdanbZVWpG5w7/jfs7JOZ1DcAWHQNWwr+SZ1h2Qw3/jiVYTz1BEhHLaNaudgrLRatWplzcjI0H/xxRdBXbp0ySvumAcffPDs9OnTa+Xn58vTp08/Pnny5LCKznkJFzjsVuw68s+xQgC8DGwJYppFw+10RxJRbSEET+jP2A0QEflojb07xbSiq7ajYUhdNAypS4+3GCA73E5sz9orrT26WazcvVY5uv5byWjydztrRks+CZ3JGHc7JKnqvrXZsw4UCLdzm9o5GLsVPXr0ODdp0qTIlStXHjh16tQ1v6idOnWyPPXUU0aDwaA0adLEfml7fHy8/cSJE7rc3FwpMDCwQlqRq+6rCCtPWzP2nzAqigJJ4l46xZG1Mhq1b+BMWbnnLgBfqp2HsUqgoVbW+MQFX3+BEJ2sRavIJLSKTKKxd4yg8/YCbDy2Xf79yCb372u+lk4t+4B0PkEuJTJBY07qAUNEowqKXzEcJw8DPECPVVJPPfXUGX9/f3fLli2tS5YsKXaA3ZQpUzIu9TO+xNfXVxk4cOCZxx9/POq77747ZjAYxLFjx7S//vqr79NPP10ufT65QGalJoQ4bTQbzp08crpmWGwtteN4raY9E82pm48MAhfIjN2QLMn9ejS4QyrtYDw/vRk9GrRHjwbtZQDIPH8SG9K2aVam/uHeOG+SXAAS8A9R5HrNZN/b7oLGv/K+ZikOK9yWPAOAA2pnYexWxMTEOCdMmHDqescMGDDgfHHbp0+fnvmvf/0rvEGDBgl6vV4YjUb3pEmTyu0TWhJC3Pgoxq7iE2D65f4JvXu16ddc7SheqyC3EC+1nmpzOdyBQgib2nkY82Z+enPa1/2n1WkVmeSxaypCwb5Th7E+batYfnCDsvvkQVmvNymuoHAyNGxH5iZdIOlMHrtfebNn7sOp+ZNT3db8BmpnYZVHSkpKWlJS0plLj9WY5s2bpaSkBCclJUVfvZ1bkNktseRZVx/elta1Tb/merWzeCtzoA8iGtV2pqUcvxvAArXzMOatiKhJkNE/uEVEokevK5GEhFr1kVCrPj3VarBsc9nxd+Zuac2Rzcqq7cvE8bX/k4zGALczNEbySbyTjLGtvbrbmOPUUQih/K12Dla5VeZitiJxgcxu1ZbULUftALhAvo47Hmrje/LomZHgApmxEhk0+mH3J/bUSVS+xalBo8ftdZrh9jrNpFc6PY1cax42Htsu/3Z4o3vNihnS6V/eJY25hht1EmVzck/oQ2PLNU9p2U+k2oTdwjNYMFYBuEBmt2r7mfSzRqfdCa2eF70qSdMejTHnlZ/aElFNIcR1+10xVh0RkWTSGob2a9y9wl9IAo3+uDuuI+6O6ygDwLFzWdiQtlVekfqHe/Psl2RZ0ggloKaiiWkp+yb3hMa3RkVHvILjxEE7eIAeYxWCC2R2S4QQVh9/07Hje7Ji6zWto3YcrxYUHiidPHr6eQAvq52FMS/UuZY5WN8oJEbtHKgTUBt1ku/BQ8n3yG7FjV0nD9L6oxfmX97313zZaDArzuAoGOLaS+bEOyFpdBWWTShuOHMzTeACmbEKwQUyu2Vut/LH0ZTjXCAXY/vyXVg+fZU7++BJubZWK5tJGkJE4wSPimXsCr56n1GPNO/vdSt9yJKM5LBGSA5rRM+1HSpbnTZsPr5TWnvkL2XVloUie/V/Se8T6HaF1Zd9E7tCX7dpufZfdp3LBsnac4rLWewCC4wxz+ICmd0ye6F9fermI/ffObydj9pZvEFOxlksfHOZSF21V8Dplu4PCKD+0XURqdVKnY4cDihQlFYA/lI7J2PegoiC9bKua9/4rqWb200FRq0BHeu1RMd6LaVXuzyH04Vn8eexf+RVh/50r1/ynpzvdkLyreGmOkmy7213QRfi2YYDe+Y+kCRv9ehFGWMl4gKZlcXmI/8cq9Ytoi6XC2u/2Yg/vtrgPnvyvNzaZFLeCqkltzX5QKb/H3E0JCDQ+PnZnH8BGKheWsa8i0Q0pEtsW3eAodj1ArxaiE8Q+sZ3Qd/4LrIQAkfOHseGY9vk5Qc3uLfNel7WavSKEhAKbf3Wkjm5BzSmsi08aj3yt0WxFfziofiMVShZlpvVr1/fKoSALMvigw8+SO/atWvhpf2TJ0+u+frrr0dkZWWl1KhRww0AM2fODPjss89qbtq06SAArFixwjxq1KioXbt27dVqy3/IAs+DzG4ZEcmyVi58869X9Oag6tWIfOSfY1j81jIlfVsaBUoyHgoIRB8/PwrUFP83Z47LhTuPHLY5hKgthMit4LiMeR0iksw6U9r/+r0R2SbqNrXjeJRLcSHlxH6sO7pFrEj9Q6SeSZOMRj+3M6SOZIrvQKZGd5Sq/7IQAhkfDrYotvymQgheJISVytXzINcOC086kZ3lsQbSsNDarqwTmdftG28ymW6zWCzbAWDBggV+06ZNC9u6dWvRz3JiYmIjnU6nDBs27Mxzzz2Xc2l7x44dYwcOHHj20UcfPZuQkBD/ySefHLu8sPYEngeZeZwQwm0O9NmdtvN4s8Yd49SOU+4s+TYseX8ldsz/220tsMk9/fzEaxFRUrxejxut/lVDo8GdZrPyW37+swCmVExixrzaXSE+QYGtI5PVzuFxGkmDZuGN0Sy8MY1u9wgV2C346/gO+fcjf7lXb5gtnVrxKenMgW53eJxsbtIdxjpNrns917kTEC6HA8DBinkGrCo7kZ2l+XPRHo9d7/a+CaWqJfPy8mR/f3/Xpcd79uzRWywWadq0acffeOONsMsL5E8//TS9W7duDffs2WNMTk4u9HRxfD1cILMysVvsqw9tPZrcuGOcrHaW8vL3khSs+HCV++Sh03JDvV55KTBQ7hLqC4Mkleo5P10j2LSmoGAMEb0rhKiwX3LGvJGv3ue10e0eMZd2aenKyKw3oUtsW3SJbSuj22hk55/BH8e2yStT/3D/sfA/coEQgvyCFSm6qWy+7S7ogmpfcb7t2E5A1qwTTht/5MsqJbvdLsXFxcXb7XY6c+aMdunSpUV/7M2cOTPovvvuO9ujR4+CESNGGDIzMzXh4eEuAIiPj3fcc889Z7/55puQgwcP7q7IzFwgszJxOdxLty/b/WTff/f0UzuLJ50+noNF05aK1N/2CcktpAf8A6hfdF1E6HS3PEw9Rq9HS5NJ+rOw8HEA0z2XlrHKhYjahvgE1e8V11HtKKoI9Q1G/8Y90L9xD1kIgQNnjtKGtG3S8oPr3Tv+N1LW64yKK7A29A3aSr5J3WE9+nehsBcuUTs3Y7dKr9cr+/fv3wsAv/32m8/w4cPrHjx4cI8kSVi4cGHQTz/9dEiWZfTs2TN31qxZgS+//PJpAHC73Vi3bp2f0WhUDh06pAsLC3Nd/06ewwUyK6uNOVm5mnMn8xBQq2yDUNTmcrmw+ss/sPHrP9y5p/Pltj4+yns1w+RWJtMVA+7K4pngYJ+tFssEIvpUCOHwxDUZq2x8dT5vPttmiEkj8VsQESEupB7iQurR4y0GyA63E/9k7ZHWHdkiVuz+XUlbP0vSanQmAGvUzsqYJ3Tp0qUwNzdXc+LECU1GRob22LFj+h49ejQAAKfTSZGRkfZLBfK0adNqxsXFWV999dXMZ555Jmr79u37K2o5eO9ddJ5VCkIIp06vXb17zX61o9yyQ9vS8N6AGcqLca/g7/dWiUeFQVobE4tPwyPktj4+kD34EXBjgxHxBoOOgCEeuyhjlQgRJSpQbv/kr+8xd+evwumusAahSkEna9E6MhljO4yg3x+dJc0b/CHowsDeI2pnY8wTtm/fblAUBbVq1XLNmjUr6IUXXsjKzMzclZmZuevUqVM7s7OzdQcPHtSlp6drPv3001offvhhRv/+/c+HhoY633///eCKysl/vrMys5y3/vD30p0d2w1sVWnmarKct2Dxuyuw86ftbmuhXe7l5ydej4hCvMFQ7h0iRwWHmJ/MOP4aEX0jhHCX9/0Y8yY+RsObQ+/uJrQajfTmr58rb6z9jJ6/fbgYmHQ3GTR6teN5nW2Zu4UAFvMiQ6wyu9QHGbgwK8uMGTPSNBoNFi1aFLRkyZLUy4/t2bNn7syZM4N27txpfO6557Jr167tAoBPPvkkvUOHDnEPPfRQbq1atcr9vZMLZOYJy1O3HNU77U5o9eU/N2FZbFn0D1Z9vNp96sgZuZHB4B4XECTfGWaGvpQD7sqimdGIOjqdeZ/dfj+AuRV1X8bURkRJZqOxY79OHSSDXocBXTpJSzZswseLZilvb/hSfrbNEDH0tr5k0hnVjuo1lh/ckG9xWhernYNVHWGhtV2lnXniRte70TFut/vv4rZnZmbuunrbl19+mVHcsbGxsc7iji8vXCCzMhNC5PgEmA4c/OtIYkKHhmrHucbJo6ex6K1l4vDv+4V8acBd3XoI12pVmXmDiDAqOMR3dFbWm0Q0XwjBnzGzasHHaHjr4d499Ab9/88B3Kt9G/Rq30ZevfVvfD5vnvLBxpnyiJYDlUeb95f89F63AnWFsjrt2Jm93wDgd7WzsKrjRnMWswu4QGYeYc23zUlZuadBQoeGXvEZqcvhwqov1mPTzD/d584UyO19fJRnLg64kzw04K4s2vv4oKFeX2OnzfoUgI/UzsNYeSOipmajsX3fDu2L/f27s0Uz3Nmimbxp5258NGeh+GzzbDzctJ/yRMsHpCBTQAWn9Q7r07bAqDXssrsceWpnYay64QKZeYRQxC/bV+weP2jqvXo15zU98NdhLHl7uZKx47hUS6NRRgQESHfHhMJflr1qnmYiwqTQWj4Djx17nYhmCyFybnwWY5UTEZGPwfDV0/f3NVzeelycNk0ao02TxvI/Bw5i+nfzxf/+nv9/7d13WFRH2wfg35yznY4FKRIsoGIBe4y9YG+xlyixR000at5ojL0bYzQmdmOCDWyx995LLICIBVCki3SW7Xvm+wPlE0VFXVjAua9rr/fl7OyZh43LPmfOzDPo79XZOPbzgbyDZaGtzykS9oeeUmVolP+YOw6G+RSxBJkxlbs6tU4dH/bUwsmjXKF2rExTYf/So7izJ9CoVev4LlbWdHF5V1SVycw+Uvw2HlIZulhbiw9lZCwEMNLc8TBMAepf2tbGvVOTRvm+eq5TxQOb5k7lQx9FYunmHfBfewBferY1jm/syztbOxRkrEWC3mjAyYjLHAXda+5YGOZTxBJkxiQopVRmId0bfOreUCePcgWemAqCgOt7buHkytPGZ5HJfHWZzDjdzp5v5WQJSSEuuPtYE8qUlR7KyPyKELKCUlqouwQxTGEghFjKJJI/JvsOsOA/oH6pZ0U3/DXzRz4iJha/+AWgxfqBaO/RzDix8RC+gn35Aoi4aLgaHQgxL35Mdeo8FywxDFOwWILMmIxWpdt982BQn/ajWxbYrnpPI55hz6JDNOLcQ0gEin62tqRHhYpwNNOCu49ly/MYX6a0dEVS0npCyBeslBNT0kjF4hmNalaX1XKv9FHnqeTijLU/T+Jjnz7DYr9tpO3fQ9CiQkPjD02H81XKVDBRtEXHgXunNUpt1iZzx8EwnyqWIDOmdDYu7Kk0K00FC1uFyU5q0BlwbM0ZXN10xZieksU3t7AUvi/nyNeTK8CZc8KzifSzteP8UlJqZglCVwD7zB0Pw5gKIaSaTCL5dly/niar2+bsUAYrfhzPJaakYrGfP+m8aSQalvcy/thsBF+rXNGrovMhBCrg0IOz1EiFf80dC8OYyuTJk8vt3r27FMdxlOM4rFq16smUKVNcEhMTxTKZTAAANzc3zdGjRx9NnDjRacuWLaXt7e1zqjxdvHjxQenSpQtt7wCWIDMmQynVWNgqLoWcvd+qYfc6H32++5fCcfDXo0JscAznKBIJo23tuE6VHGFVxBbcfSwxIZhVrpzF+NjYNYSQE5RSlbljYpiPRQjhFDLZlhHdO0vL2Nma/Pxl7e2wdMIYLi1TiSWb/Lle275DrXJVjJObjeTru9Q0eX+F6XZcKCilzyilD80dC1PylHMo6/U08ZnJ8j+HsmUMCU8T31o67uTJkxbHjh2zvXPnTqhcLqfx8fEirVZLAGDTpk2PmjVr9tr33jfffPN0zpw5T00V5/tiCTJjUqp09aYru27Ub9i9zgftqpeZrMS+X4/i7v4gQafRc92srWkfV1d4SIv2gruP1cTCEs0sLK0vZCmXARhl7ngY5mNxhAwtV8q+So9WzQr0s2trZYn5Y0cQpUqN37Zu5wbt/IFWtv+MTmk+imv8WR0Ux5tMB+6f0WuNui3mjoMpmZ4mPhP92qeTyc73w45D78wlY2Njxfb29ga5XE4BwNHRscjX/y/RSQdjFv+G/xcpzkhS5vsFgiDg0vbrmNtisfHn+nOh2XfHONO2FHepsjumOZTjPaSyAgy36JhVrpxCQrivCCFtzB0Lw3wMQkhZsVi0bPrwwR+0MO9DWCrkmDHia7Jv+XzymUcpbuTen6nPxq+Fk+GXUZym9hsFI3aHHNXrjPpt5o6FYUyle/fuGXFxcRI3N7caX331leuhQ4dydgEaPHhwxapVq3pWrVrVc9SoUS4vjq9Zs8bhxfGGDRt6FHbMbASZMSlKaabcSnbwv/23e7Ye2vStQzdxD59i7+LD9NGFh5BRgv422QvuHIrpgruPZcPzWOLkpBgXGxNACKlMKU0zd0wM874IIUQhk23q2uwLiXt5l3e/wMRkEgl+HNwf3w/oTdbs3kfGH5pH7eU2mNJsFOlQpRk48+8T9FZXogJhpEIcpfSuuWNhGFOxsbERQkJCQo8ePWp16tQpK19f30ozZsyIAdgUC+YTolFq157bcqVd66FNX5tmodPocGz1WVzfctWYkZrFt7S0FH4o58zXlctBiuO9UBNrbGGBztbWFoczM9cD6G3ueBjmffEcN7K0rXWTkV92efuOIAVMIhJhXN+e+Lb3l2Tj/sOYcmKJMOfMn2Rys5Gka7VWEHFF8+svIPigKkunWl3Q/bi6up62tLR0Leh+igulUhkVFRXVytxxlGQikQidO3fO7Ny5c2atWrXUmzdvLmXumN6maP6FYIq7M2kJGfrY+/FwruoIALh77gEO/3ZMiA2J5VzEEuFbWzu+QyVHWJawBXemMLmsg+xcVlZHQkgPSilbxc4UG8+rVvy2cOxIhUQsNnc4AACO4zC8e2cM7dqR23bsFOYc+0OYd2YVmdRkKHrVaE+kIrPm8bmodGocC7vIC5T6F3RflpaWrqGhoR9Xe68E8fT0NHcIJVpQUJCU4zjUrFlTCwC3b9+Wu7i46O7fv2+yCjemxhJkxuQopUaJTPzX6b8vfk8BceiBIEGvNXBfWlvTPq5uqCyVFu17nGam4Dgsd3JWDI2O+psQcolSarZbTAyTX4QQqVwq3f9tny9lnzkW7m6a+cFxHL7q4IOvOvhwu8+cx9IDfxkXnVvHf9/Ylw7w6krkYqm5Q8Thh+cg4cXXNQatjhASDuAAAD9KaaCZQ2OYj5KRkcGPGzfONSMjg+d5nrq5uWn9/PyedOvWrdLgwYMrvijzZm9vb7h8+fJDIHsO8o4dO3JGmfft2xdepUoVXWHFTIrT4gWm+CCEVJUQcq+WTGYcbGfPN7e0hJjNoHgvvz1L1PmnpV3OEoTWlFLB3PEwzNuIeX4Xx3M9/54xBUUxQc7L0cvXsOHfw8YstYYf03Cg8HWdHpyl1HQ13N9Xl02jMgPj7w2llO4ihFQGMBiAL4A0AH4AtprqgtnT0zOcjSD/P09Pz4jQ0NDK5o6jIAQFBUV6eXklvfjZHGXeirKgoKDSXl5ebq8eZyN5TIGglN6XEhI82M6eb2NlxZLjD/Bt6TKSz8Ti+jJCZps7FoZ5G46QfjKxqEO1cmXosLm/4Mjla8Vi5KX9Fw2x69fZ/E/D+mPr3T207sov8euFv4Q0TWahx/IkLQ73nkUQZI8ag1IaTimdAaACgO8B1ALwgBBygBDSixBi0iHvmJgYdOvWDe7u7qhUqRLGjx8PnS57sC4wMBCHDx/OaTtr1iz8+uuvpuz+Nfv27UOtWrXg7e2NevXq4eLFi3m2e/z4MRo2bAh3d3f07ds3J+bdu3ejevXqaNq0KZKTkwEAERER6NevX4HGXRwkPE0MopTeNNWjOCfHb8MSZKbAZArCr5tTUwv/m6aEkBCC1S7lLaSETCSEdDR3PAyTF0JINRHPbxjRrIFiUKM6pHfdGli2dTtmrfvbqNZqzR1evjSr442AxTP5uWOHYG/4MdpgZQ/MPb1SSMpKLbQYAoIPGnjCbaGU5nrTKKUCpfQMpfRrAC4AdgIYDSCWELKKENLwYxc4U0rRo0cPdO/eHWFhYXj48CGUSiV+/vlnAK8nyB/LaHz3ZmitW7dGUFAQAgMDsXHjRgwfPjzPdpMnT8aECRMQFhYGOzs7/PXXXwCApUuX4urVqxg8eDC2bcuumDdt2jTMnTvXZL8HU7KxBJkpSLuCNWouVq83dxzFVhmRCCudXRQyQrY/v+XKMEUGIcRSIuKPdKvtKXe2swEAeJV3xA9tm5Lg+w/x1fR5NCIm1sxR5l/DGp7YumAa/9sPY3E67iJttKYPfj7+mzE+81mB9qs16OB3a49epdf88bZ2lFIlpXQTpbQ1gLoA4gBsARBKCPmJEPJBdfVOnz4NmUyGIUOGAAB4nseyZcuwceNGZGRkYMaMGdi+fTu8vb2xfft2AEBoaChatGiBihUrYsWKFTnn2rJlCxo0aABvb2+MGjUqJxm2tLTEjBkz0LBhQ1y5cgVTpkyBp6cnatWqhR9++OG1mCwtLXM2ecnKyspzwxdKKU6fPo1evXoBAHx9fbF3714A2XPOtVotVCoVxGIxLly4AEdHR7i7u3/IW8R8gliCzBQYSqmaAzbvSksr8jvmFGV1FAr8WKasQkHISUKIjbnjYRggeytpqYjfXt3JoWzDCuVzfZdYy2X4sX0z/jMbC4xasBR7z12kxWm9S83KFfHP7J/4VVO/x38pt9F0XX9MPLzQGJUWVyD9HXpwFgQkmFIamt/XUEqfUErnAfAAMAyAG4BgQshxQsj/SPadp7wetV891927d1G3bt1cx6ytreHq6orIyEjMmTMHffv2RWBgIPr27QsAuH//Po4dO4br169j9uzZ0Ov1uHfvHrZv345Lly4hMDAQPM9j69atALKT3Bo1auDatWvw9PTEnj17cPfuXQQHB2PatGl5/o579uxB1apV0alTJ2zcuPG155OTk2FrawuRKHs6rYuLC2Jjsy/IZs6ciXbt2uHkyZPo378/5s2bh+nTp+f37WUYliAzBUtN6Ur/tFSdoRh9ORZF/ezsuM7WNg4WHLePEMJK4zFmJ+H538taWzbvW7+W/E13+PvU9yIDGtTCqp17MHXlemOWWl3IUX4cD9fyWD/9f/zGmZPxQPWQtP5rMMbsm2mMSI4yaT+rrm7NzNAqF37Ia2m2y5TSUQCcAWwE4Ijs6Rh5PWzzOMcbR2jf9N+2U6dOkEqlKF26NMqWLYunT5/i1KlTuHnzJurXrw9vb2+cOnUKjx49ApA9Kt2zZ08A2cm3TCbD8OHD8e+//0KhyHth5Jdffon79+9j7969eSa3eV10vYjXx8cHN2/exIEDB7B371507NgRDx48QK9evTBixAioVK/tS8EwubAEmSlQlNIQCkScU+Z/62kmbz87OMg8pNL6ckJ+N3cszKdNxHPjFFLx0BFNG1iI3lHK3NPJAVPaNSPhkZEYOH0effAkupCiNJ3PHB2w6qcJ3OZ5PyOBxJP2/wzDkN1TjPcSIz763LfjQhGdnqAGcPBjz0UpVVNKAyilE9/yOPPq66pXr44bN27kOpaRkYHo6GhUqpR3oQup9P/XCPI8D4PBAEopfH19ERgYiMDAQDx48ACzZs0CAMhkMrwoey8SiXD9+nX07NkTe/fuRfv27d/6ezVr1gwRERFISkrKdbx06dJIS0uDwZB9kzImJgZOTk652qhUKvj5+WHMmDH46aefsHHjRtStWzdnZJth3oQlyEyByxSExWtTklmG/JHEhGCVs4vCjueHSDlusrnjYT5NhJCuEp5fNLpFI4VCmr9NNhRSCSa1bcpXKW2HMYt+w86TZ4rVlIsXHEuXwrJJ33LbF8+ESpHBddvyDfoHTDDejsv3zIjXrLu+XaUz6pZSSt+9cq2AtG7dGiqVCps2bQKQvYhu0qRJ+Prrr6FQKGBlZYXMzHevt27dujV27dqFxMREAEBKSgqePHnyWjulUon09HR07NgRy5cvR2Bg4GttwsPDc0aIb926BZ1Oh1Klcm+8RghBy5YtsWvXLgCAn58funXrlqvNL7/8gvHjx0MsFkOtVoMQAo7j2AiyGWzatMmWEFL39u3bMgB48OCBRCaT1alatapnpUqVqg8YMMD1xZz1uLg4kUgkqrNkyZLS5oqXJchMYdj+SKtV3WR/kD6aDc9ji+tnCiuOmyEmZIy542E+LYSQphKe9x/RvKG8lOX71wv+sk518nWj2tiw9xB+WL7KmJFVPP8mlLKxxi/jviG7l8yGuIzA9Qv4Ht23jDFejQ58r/MkKpNxIvwSZxCMGwom0vwhhGDPnj3YuXMn3N3d4eHhAZlMhgULFgAAWrZsidDQ0FyL9PLi6emJefPmoW3btqhVqxZ8fHwQHx//WrvMzEx07twZtWrVQvPmzbFs2bLX2uzevRs1atSAt7c3xo4di+3bt+dMn+jYsSPi4rLngy9evBi//fYbKleujOTkZAwbNiznHHFxcbhx40ZO0jxp0iR8/vnn8PPzw4ABAz78DSvmnBwdvQghdU31cHJ09MpPvwEBAfZ16tRRbt682f7FsfLly2vv378fev/+/bsPHz6Ub9myxRYANm3aZOfl5ZW1c+dOs21HzTYKYQoFR8ioBgrFr3+Xd7U0dywlQZROh35RT1QZRuM3Rko3mzsepuQjhNQW89z5IY3rWXqUK/NR59Lo9Fh9/rpRpTdyi74bRapXdDNNkGai0miwbNtOeuHGHbjZOdPJzUZxzSvUf+P83Rd+u7jRsO6/7f5KrWpwIYWag20UktuntFEIIaTuxQ1/muz8TYZ/C0rpzbe1SU9P59zd3WucPHnyQbdu3So/fvz47oMHDySdO3d2DwsLuwsAY8aMcba3tzfMmzfvad26dav8+uuv0b6+vhXPnTv3oEKFCgVWDottFMKYFQX8gtRqwz2NxtyhlAiuEgk2lXdVWHDcWo6QL80dD1OyEUI8xDx/ul8Db4uPTY4BQCYRY0KbxryXUxkybsnv2HLkhCAIxXezSIVMhp+HDiJ7l88j7p7luDH7Z9JWfw0WjoVdgPCGTTA1Bi3+urFLn6VTLynkcBmm0G3dutW2RYsW6bVq1dLa2toaL168mOsWVGZmJnf+/HnrWrVqqcPDw8VJSUnili1bqrp27Zrq5+dn/6bzFiSWIDOFglKqMVC6YGVyUvG8p1oEVZZK8Xd5V7mC47YQQtqZOx6mZCKEuIp5/mL32p7WXuUdTbolZmevahjWpC62HD6G8Uv/ENIyi/dSBZlEgkkD++LA7/NJg/ru3KQjC2nTtf3pvtBTMAq5pxjvunOUUtD/KKV3zBQuwxSaHTt22Pfv3z8VAHr27JnyYppFdHS0tGrVqp4NGjSo2rZt2/Q+ffpk+Pn52Xft2jUVAAYNGpSya9cusyTIbIoFU2gIIZYyQuL/datg6SbJ3+Ie5t1uq1UYHh2tUlPagVJ63tzxMCUHIcRdzPOXOtSsYt/Mo0KBlRfUGQxYe+66MVWj4xeOHQEvj5Jxp1sQBPgdOop/T1wUpJyE/NB0OHpUb0sIARqu6pWVmJXSgVJ6wRyxsSkWubEpFh/uXVMsEhISeDc3Ny97e3s9IQRGo5EQQuiZM2cedOnSJWeKxQuenp7VkpKSxGKxmAJAYmKi+NatW3dr1qxZIFtzvmmKhaggOmOYvFBKlVKOW7Y6OemHxY5OcnPHU1LUlivwp7OL4tvYmCOEkJ6U0qPmjokp/gghNcU8f657bU+bhhVdC/Ruo0Qkwnetv+CP332IictXYmB7H8G3c3uO54r3TU6O4zCkS0f4dmrP7Tx5FosOrxEWnluD1pW+IGqDNtxcyTEAKJXKKE9PT3N1X+QolUrTFrdmcmzevNmuR48eydu2bcspaVK/fv0qkZGRr42UBQUFSVUqFZ+YmBj84tiECROcNm3aZL9kyZLXV3wWIJYgM4VKR+ny45mZk8aX1sNJLDZ3OCVGIwsLrHcprxgVG/MvT8g3Rko3mTsmpvgihNQX8/zJPvVrWdV2dTLptIq3aVvdA1XLlcHfJ87g+t17wvwxI7hSNtaF1X2B4TgOfdu2Qt+2rbh95y5iZcBeqtJrfjVnTFFRUa3M2T/z6di5c2epH3/8MVdy261bt9QFCxY4vtrWz8+vVMeOHVNfPtavX7/UAQMGVCzsBJlNsWAKnZzjlnW3sRk9w6Gc9N2tmfcRrtXi6+golVIQ5uooXVwsi80yZkUI8ZGKRIc/r1ie7+LtWWjJ8ct0BgP+unhDeKpUcfNGD0e9alXMEUaBOHczEAv+3nI/S6PxZJ9PpjC8OsXCydHRKz4hwWQDpI7lyhni4uODTHW+wvamKRYsQWYKHSHEUUrIo5MVK8lKidhNDFNL0OsxODpKlWww/K2mdBylb1hGzzCv4Hl+sEwqX9On81fyrf9uwJAm9eDhYLY6/ThzPwIn70egd+uWwvDunbh37dpX1AmCgAHT5ipjEp8NoJQeMHc8zKfh1QSZyY2VeWOKDEppPA9s80tNKbC6hp+ycmIxdn7mpqgokQ6x4Lh/CSFspJ55K0IIkUqkU60tbVavXbxNPmLgOHw7dAr+uXQDUclpZourZdVK+LbF5zhw7gJGLVgqPEs1XyymcCkoBCkZmQkwwbbSDMMULJYgM2ahonTe1tRUY4bRbLurlmg2PI/Nrq6KunJ5WwuOO0MIsTN3TEzRRAiRyKTyDWVKlZv692+7FBVdsxfy9+o0AP2/HI51567haca7txkuKI621vipQwuOatT4avo8XAm+++4XFUFGQcAfO/7NUmk0k9jUCoYp+liCzJgFpfQxT8iBzampBnPHUlLJOA4rnV3k3a1t6sgJuUcIqWfumJiihRDipJBbXK9VrXa/jUt3WJQtXS7X8yMHjkPbFt3oqjNXkaZSmylKQMRzGNm8AedTrRKmr9mA3wN2GQ2G4nVxffTyNZqeqXwIgE2tYJhigCXIjNkoBeGnjSnJ+kQDm2lRUHhC8LODg3SBo6ODnJDzYkJGk3ftf8t8EgghzWRSWUj/bl97Lp2xVmFpYZVnu8nfziHeNRsJf56+QrO0ukKOMrcm7m4Y1+oLnLhynQybu1iIT0o2azz5pdXpsHLnXnWWRjOWjR4zTPHAEmTGbCilERRY9UtiovmGpj4R7ayssdutgtxJLF5iwXE7CCEW5o6JMQ9CCJGIpf9TyC2Ozp+83G5ovzFi7h31hn+ZtopzdqksrDpzRdDozXvTp6y1JaZ0aM5JqQGDZy7A+dtFf/H8jpNnjUbBeJ5SesXcsTAMkz8sQWbMSkPp7NNKpTZIzXLkguYmkWCPWwWL5hYWnRWEhBBCSk7tLCZfCCGlFXKLk67On830W/6v/PM6TfP92jWLtvFSS3u64fx1wWDmtQMijsPQJvW5zjU9MGe9H12yOcCo0xfNO1HpSiU2HTqmy1Jrvjd3LAxjLhEREeLWrVtX+uyzz2qUL1++xpAhQ8prNBpy+fJl+fbt221etJs4caLTjBkzHMwZ6wssQWbMilKaqaX0+5lPE5QCu/NY4OQchyWOTrIfyzq4ygi5yRHS39wxMYWDENJcJpU/6Nq2d5ONS3daODm4vNfrOY6D3/J9fJbAY9PlW0ZBMP/ntWFFV0xo05hcuHkbX89eRGOePjN3SK/558BRHSHYTil9YO5YGAYAnMs5eRFC6prq4VzOyett/QmCgO7du1fu2rVr2pMnT0IeP34ckpWVxY0fP975xo0bikOHDtm87fXvw2Aw3R0uVgeZMTtCCGfBcXeml3Wo1tXGhs2PLSShGg2+i41RZQjCmSxBGEIpLXrZBfPRCCFSqUQ6SyySjJ/9w5L3GjXOizIrE31G+ggeZWxon/q1+KIwpV0QBGy5eps+TEwhU74eQNs0qGf+oADEJyXjq+nz1Fq9viKlNMHc8TCfplfrIBNC6kZPPm+y85df3AyU0ptven7fvn1Wc+fOdbpx40bORWJKSgrn5uZWSyQSUUopHBwc9JMmTYq/d++ePDo6WvLkyRNpXFyc5Jtvvnk6bdq0RABYtWqV/erVqx30ej2pU6dO1qZNm56IRCIoFIraI0eOfHr69GnrJUuWxOzbt8/m2LFjtjzP0xYtWmSsW7cu5m3xszrITJFFKRWyBGH4wsSn6iyB7WlRWDxlMhyqUFHR08bGR0ZIGCGkl7ljYkyLENJIIVM88PKsN27rnwc+OjkGAEsLK/j9sZ8LTUgih4MfFIlSEhzHYfAXdUmP2p5Y7LcN8zduNmp15l1QCAB/7tijArCMJcfMp+zOnTtyLy8v1cvH7O3tBWdnZ93EiRPju3Tpknr//v3QESNGpAJAeHi47Ny5cw//+++/e7/++quTVqslt27dku3atcv+xo0b9+/fvx/KcRxds2ZNKQBQq9VcjRo11MHBwfe9vb3Vhw8ftgsLC7v78OHD0AULFnzw9tQsQWaKBErpFQNwdF1yUtGcSFhCyTgOU8o6SH5zdLJRSCQ7reWy04QQZ3PHxXwcQoiVQm6xztLC6tRP38377LeZaxWl7cuY7Pxl7Mti3ZId3JVHUdy5B4+KzFVtnc+cMcmnCfnvzl0MmrmARsaZLy+9/SAM10JCVVq9foHZgmCYIoBSCkLIa9MVnh9/rX3btm3T5HI5dXR0NNjb2+tjYmJER48etQoJCVF4eXlVq1q1qufFixetHz16JAUAnufx9ddfpwKAvb29USqVCv369fvMz8/P1tLS8oP/PrEEmSkysgRh/KbUVENMERj5+dSsSUs1tqpSxfhdy5ZN5GLxAzHPjyWEsL8PxQzJ1kMht4ir79Vo8M41R+WtGrfL80voY7mVr4Tlc/8hx+6GcTciY4rMXD1bhRw/tmvKO1pIMXzeLzh86Wqhx2YwGrHwn61ZGp1uNKU0q7D7Z5iipGbNmurAwMBclZNSUlK4hIQECc/zr30+pVJpzjGe52EwGAillPTu3Tv5/v37offv3w+NjIwM+e233+IAQCKRCCKRCAAgFosRGBh4r2fPnml79+61bdGihfuHxs2+AJkig1IaQ4FfFiQmqt7dmjGVPWlpiBQEfuPgr/j53bqKb/w0xaKWi/Nia5ksmBDy8ffkmUJBCKksEyvO2Fs6bLKVl1FQSkXWVrYF2mfNqt6Y++My7L4ZQkLjnhZoX++D4zj0b+BN+tStgeXbdmLm2o1GlUZbaP3/e/q8kJ6pDAawu9A6ZZgiqmvXrpkajYb7888/SwHZC+nGjBlTvnfv3knlypXTK5XKd+ai7du3zzh48KBdbGysCACePn3KP3z4UPJqu/T0dC4lJYXv27dv+po1a6Lv3bun+NC4WYLMFCk6ShdfU2VlXVexQZfCkCUI+CUtla7q34+WscreKMLTyRH/TZls8We/vtXLWFoetZXLTxJCPM0cKvMGhJAyUrF8tUQkvdO29oAmM/r5WYzrvJS7EXyVu3b7UoH336RBK0waPQtbrtzG46SUAu/vfdQq74j/tWtCQh6GYdCMeTQ8OrbA+0xKS8P6vQe0WRrNMABNCSGvfYkzzKeE4zjs3bs3/N9//7X77LPPalSoUKGGVCoVVqxYEduhQ4fMhw8fyqtWreq5fv16uzedo27duppp06bFtm7d2sPDw8OzVatWHtHR0eJX26WlpfHt27d39/Dw8GzatGmVefPmRX9o3KyKBVPkEEJ6u4rFfx+qUNGCLwIr5EuyITHRRoWzMzk1YTyX1214jV6PP86cNc49dFgHgt2ZGu1kSmmcGUJlXkEIsRTx4h8JuEkNq7TlO9XzlVrJ///75fDNTbgWcZjuXHOUSKWyAo9n0651+CdgJca2agQnW+sC7+997bwRTANjEsh3fXrSbs0bF9iGkj/9uU51PfTenxqtbjIhZDsALwBjKaWnCqTDD+Tq6nra0tLS1dxxmJpSqYyKiopqZe44ipJXq1g4l3PyinsaLzLV+Z0cHA2xCXFFf8eeN3hTFQuWIDNFDiGEWHLcfxNKl6nd386O3eUoIKcyMzEl6Rnuz54JF7s3XrgDAFKzVJh35Ihu9bnzRgB/qvX6+ZTS9MKJlHkZIUTCEW4Uz4vnVi/fUNz98xGK0tZOebadFTDQ2K5VJzLGd2KhfI6Wr19ID53YTsa3aYJSlh98Z7PA3ItLRMCNYFqnahVh2rBBvIVcbtLzXw0JxfTVGxLUWl1FSqn6eRbeFcDvAK4CmFhULjA9PT3DQ0NDK5k7DlPz9PSMCA0NrWzuOIqSVxNkJjdW5o0pNiilVCkIvr8+S9SyBXsFQycImJGcJCzp2YO+KzkGADsLBZb26il5MHum/Etv72/lYnG0VCyeTQgxXWkE5q0IIRY8x4+TimQxFcvVWDix2+82w9vOfGNyDABDW8/kdx3awkVGRxRKjN+P+Ik0qt+arjx9mWaoNYXS5/uo5lQWk9s1I+GRTzBg2lx6PzLKZOdWa7VY+PcWlVqrG0opVQPZf8sopfsAeAKIABBMCJlICHnt1jDDMEULS5CZIolSetcAzJoYH5dlZHc5TG5ifLxQqZwDRjVt8l73mcvb22PrsCHyGz9NsepXr+7/ZGJxlLVM5kcIqVZQsX7qCCFlJSLpQjEvSajqUm/B2E6/lPm+6zKL8qXfvTjbtYwHqjk3oHN/nyoU1t3COf9bSipVqimsOnOVqnVFr2qjQirBpLZN+Gpl7TH2l2XYceKMSd6blTv3aNVa7WFK6ZFXn6OUqiilPwP4AkB7ADfZAliGKdpYgswUWXpKlz7W6e77paYUic0ISorrWVm4qtVw24YO5Tjuw/4EeDo5wu9rX/mT+fNkE9q0HmAjk920UyjOEUJaF9jkzk8MIcRDJlH8I+YlT+pVbvX9lF7rLMd0XGhRsVz19zrP162mkpi4KBw+vbfQrjRXzP2bt7F3FNaeuyboDUXz49u9dnXydaM62LjvECYtX2XMyPrw4jm37j/E0cvXVSqNduTb2lFKHwJoB2AuAH9CyD+EkLIf3LGJ7dmzB4QQ3L9/P+dYZGQk5HI5vL294enpiW+++QbC8w2dnj17BrFYjLVr177xnMOGDYOXlxdq1aqFXr16QalU5tnOz88P7u7ucHd3h5+fX87xgQMHolatWpg6dWrOsblz52Lfvn0f++t+SgRBENjf5Tw8f1/yrJXMEmSmyKKUGrMEofefSUmaMG3hlWgqyQRBwP+SngkzOncS3B0+/nu5rLUVZnfpLEpYsli+pGePpm6l7Pday2ThhJChhJCit1KriCOEKAghgxRSqxtSsSKoRY0eA+cM3CYb2OJ/Mgfb8h90TpFIgh4Nx3DLNywkaRmpJo44bxzHYeNvu3kDL6cbL90wGovoDpnuDqUxpX0zLj4+HgOmzUFIxOP3PodKo8Wsdf+oNDrdIErpO9/g59MudgKoBiAJQAghZAwhhH//38C0/P390aRJEwQEBOQ6XqlSJQQGBiI4OBihoaHYu3cvAGDnzp34/PPP4e/v/8ZzLlu2DEFBQQgODoarqyv+/PPP19qkpKRg9uzZuHbtGq5fv47Zs2cjNTUVwcHBAIDg4GBcuHAB6enpiI+Px/Xr19GtWzfT/eIlX8izZ89sWJKcmyAI5NmzZzYAQvJ63mSrGBmmIFBKH/OEfP99XOzyPW4VLCRscPKj/Pw0gZa2tcWkNq1NenEsE4sxvEljMqzxF5bHQ+9ZLj158vfzYeErbRWKU+lq9ToARymlbEJ5Hp6PuNeXiuVjRLykd4Wy1YzNanSzqvFZI4h501QIa+DhgzMhu4zLNyzErIm/FEoiJhKJsOWPA3zvUT6C/7VA44DPa/NcEfz8yiRijG/TmD8cfB/jl67A1507CAPbt8n33ZU/tu/WaHTafZTSQ+/TL6U0E8APhJB/AKwEMJQQMoZSev29fwkTUCqVuHTpEs6cOYOuXbti1qxZr7URiUT44osvEB4eDiA7oV66dCkGDBiA2NhYODu/vgmntXX2dTKlFGq1Os9Na44dOwYfHx/Y29sDAHx8fHD06FF4e3tDrVZDEATodDrwPI8ZM2Zgzpw5JvzNSz6DwTA8ISFhQ0JCQg2wgdGXCQBCDAbD8LyeZAkyU+QJwF+JBsOAlUlJTSaUKcMWt3ygUI0aJ9RqcmXct0TEF0yORAhBu+qeaFfd0zJZqcSuW7c7rb94qend+HjeWibbnanV/gXgIqW0aA4pFiJCSFWe43vLJBbDJCJp6WbVu8kaerTj7SwLZt3jyLbz+Pm7hiDw7k14V69bIH28Si5XYNOK/Vz/0e2F/YGhxm7ennxRnYHTsVZVeDqWxT9HjuP63XvC3G+GcbZWlm99zX+h93Hi2o0sjU435kP7pZSGEEJaAPgKwD5CyH5kJ8yGDz3nOzzJa3e/vXv3on379vDw8IC9vT1u3bqFOnXq5GqjUqlw6tQpzJkzB9HR0UhISECDBg3Qp08fbN++HRMnTsyzwyFDhuDw4cPw9PTE0qVLX3s+NjYW5cv//x0SFxcXxMbGon///nB1dUWdOnUwaNAghIeHg1KK2rVrf+x78EmpW7duIrKrqTDvgZV5Y4oFQkg5GSEP/i7vau1l4tJMnwJBEOATHWX0bd6MLPyye6GPIESlpMD/vxvC+gsXsxIyMnQCpVvVev1eAJc+lZHl51t31xdx4u4iXjyA4/jSdSq14OtVaiWt6FgDXCHs7P3vlTW4G3+Rbl91mIjFhbd/RWx8FHzHd6PNPdxoG0/3Ij2CpTMYsPb8f8ZUtYZfMHYkvD3yrhiWpVaj39TZqtRMZQ9K6TFT9E0IsQUwB0AbU5zvDX6nlK59tcxbp06d8P3338PHxwcrVqxAdHQ0lixZgsjISFSrVg1VqlQBIQTdunXDrFmzsGTJEqSlpWH+/PkIDg7GsGHD8N9//72xU6PRiO+++w7169fHkCFDcj23ZMkSaLVaTJs2DUD2HGOFQoFJkyblatelSxesXbsWf//9N4KCguDj44MRI0bkasPKvDGmwhJkptgghPRyEIn8DleoqJB/4OKyT9XCp09xniP0weyZRCo27yB8SGwctt+8afz3dmBWxLNnEgup5EpKlmoXgNMAHtAS8kfp+dSJigCaySUWHQyCoZ2VzJbUrtRc5uXWROzmUK1QkuKXCYKAmQH9hZ6d+2FI39GF2vn9iLsYM3kA7eJVFZ9X+qxoDiO/5MTdMJwNe4yB7XwE3y7tOf6VvzlzN/hpzt8O3qXSaAaZKcSP8nKCnJycDBcXF5QtWxaEEBiNRhBC8OTJEzx58gSdO3dGSEjuaZp16tTB06dPIX7+9yQuLg53796Fu/ubq6ucO3cOS5YswcGDB3Md9/f3x9mzZ3MW+40aNQotWrRA//79c9rs27cPgYGBGDBgAGbMmAF/f380a9YMR48ehULx/zW3WYLMmAqbYsEUG5TSXZY83/+XxMSOM8uVK/itwUqIJzoddmcpcWrC92ZPjgGghrMTajg78XO7drFOUipx4t69lgeC7zQ8ce8+Vel0BnsLi3OpKtVhALcAhLyoKVvUPR8h9gDQTC6x7CgRyZrxnEjm7uRlrFa+vmVV57ooY/PmmsWFgeM4+Lacxq3ePQVtm3eGc7kPW/j3IapWqo5F01aTyXO/gUIiobXKOxbpJNmnujuqOZXFxlNncO3uPWHB2BFcKZvs+bQnr9+g528HJau1utFmDtMkdu3ahcGDB+eqRtG8eXNcvHgx19SHFx48eICsrCzExv7/1t0zZ85EQEAApk+fnnOMUoqIiAhUrlwZlFIcOHAAVatWfe187dq1w9SpU5Gamr3G8fjx41i4cGHO83q9Hr///jsOHjyIsLCwnHnML+Ymv5wgM4ypsASZKVayBGH4/oz0MB8rK9kXFhbmDqdYGJ0Qb/y6USN8XrGC2VfJv6q0pSX616+P/vXrKyileJyUjLMPH3Y9ce9+m/+eRBqeJKcobBXyBI5wgWkq1SUKBAIIApBgzpHm57fCawKoJRMrGnAcX5/nRBXlEkuDh5M3qpava+Hu6IXS1k55Lkoyp8qONVHJoaYwf8U0rJz/T55bjBeUBt5fYOr4hZj/+09ELhHD3aF0ofX9IVzsbPBT++bchov/CQOnzcXc0cPgVKY0Fvtt06i1uq6U0rxrlhUz/v7+mDJlSq5jPXv2xLZt2zB58uQ823/55Zevte/Xr99rCbKvry8yMjJAKYWXlxdWr14NALhx4wbWrFmDDRs2wN7eHtOnT0f9+vUBADNmzMhZsAcAK1euhK+vLxQKBWrVqgVKKWrWrImOHTvC1tbWVG8Dw+TCplgwxQ4hxMeW5/cdqVBRblNAi81KipVJz7Bbr6Phc+cQC6nU3OG8N53BgHsJCQiKicHNJ1G6q48j1Xfj4mQCpTqZWBzHERKjMRgeZWm1jwDEvvz4kOTl+bQIOQBbAA4AXAG4inhxBYlIVgWAm8GodzIKBouyNi6qz8pWkZQv7SF3LlURTvYVoZC+fVFXUaHTazDNvy+dMnY2ad2kfaH3v+PAZqz2W4IxLRrBxd6m0Pv/EGfvR+DE/QjIpVKjUqWerDcYXl9tVoywraYZ5u1YgswUSxYct66+QjFwlbOLoqiN0BUVCXodusTEYN+Yb9A6j9uaxRWlFHFp6YhKTUFsahpi09IQnZpqeJSUrI5KSRHi0tK4pKwsuSAIhOc4A8dxBp4QPccRPUc4HUeIngA6EKKnlMoESmVGQZALlLdQ6zVijnCCRCTTKaRWhlJWDrS0jbO0jLWjzNaiLOwty8LOsixsLcsU+vxhUzt/dz+O3P4bu9Ydh6WFVaH3v2bzMuzc/w/GtW6MstbF48LC/1qgLig6/q5BEOoW97nyLEFmmLdjUyyYYklF6Xc31OovNqSkVBlRqhT7d5yH0fHxxu7eXmhdtWqJGmYnhMDZzhbOdrYvHxYByMnyKKXQGgzQGgy8zmCQPv//0Oqz/1dnNEBvNEIulkAhEUMhkcB7/q/CsLZzuCrOtTl8An8bm1Xviguhe40r/X7F5DGzC/3fyDeDJiA5NYmuOnOYfO/TBLaKol2dJiQ2AXdiEtINgtCmuCfHDMO8W4n/EmBKJkqplhDSYXVy0p3qMpkNm4+c29bUFCQSwv/Zr6+5QzELQghkYjFk77EoUSISUb3h09qxcWTbufyif0eiq08vVHOvWej9/zxuPklNSxJWnr5CvvdpQiykhVd67n0kK1Xwvxao1hmNXSmlKeaOh2GYgscSZKbYopRGE0K+/D4u9tAetwpy5yJQoaEoSDMYsCItjW4eOoTYstXd+SYV8VSjV5k7jEJVxsYZdSu1prOXTcGWP/YREV/4Xwm/zljLDf+hj3H12avku1ZfcFJx0fpa0hmM+OvC9SyjQGdRSq+aOx5TUSqVUZ6enuYOw+SUSmWUuWNgSgY2B5kp9iQc96OrWDxj12duFlJWHxkDYqKN5StWxP6xo0vU1IqCVmXmPGMdj758E8/O5g6lUAmCgOn+fYXBvYejXzdfs3yABEHAgDEdjCKDioxq3pAT8UXjc0wphd/lm+qwp0mHtAZjHza1gmE+HUXjrxDDfAQ9pUsSDIbT0xMSNJ/699f+9HREGAz8+kEDWXL8niwkIvKpjSAD2bWRBzT9H7d+2x9cYlKC2WL4Z8U+PtNA6OYrt4yCUDQ+x6fuhRvCniY90hqMg1hyzDCfFpYgMyVBhSxBGHxaqYz1S001mjsYc1EJAhamptA/+/WlDtbW5g6n2LGWSTiNLsvcYZhFddcGKF/KXVi8aqbZPj8yiQxb/jzIR6dnkV037xjNnY+GxCbg1L2IDK3B2JZSqjFrMAzDFDqWIDPFGiFkBICrAGxVVGi9IumZ8ryyRNTuf2/j4uIEb1dXOujzhqzu3Qewlsmh0mZ+shdYI3zmckGht7hL/501WwxWltbw+30fFxL3jDsa8lAwVxzx6ZnYdjVQrTcaO1JK48wVB8Mw5sMSZKZYIoSICSErAUwC0JRSGkkpfaKhtNPEuFh1uPbTqkZwNjMTQXodt2mIb6HujFaS2CrkUGkzzR2G2ShklmjrNZAs+GM61BrzTTUpW7oc1i3ZTi6GPyHnHz4u9CQ5S6vD+nPXVHrBOJpSeq2w+2cYpmgoWsuFP4Crq+tpS0tLV3PHUZwolcqoqKioVuaO40MRQsoC2AkgA0BDSmn6i+copZd4QsYMi45eudfNTWEnKvb/xN9JJwiYlpwkLPyyO3G1t2fZ8QeyUyigjld+0vNMfbz74cqDw8b1W//AuGGTzTaPvYJrZSyb9Rf5fuYQYimV0DqfORfKv2uDUcDfF2+oNHrDX4JA/QqjT4ZhiqZinz1YWlq6lsTdgApScS7tQwipA2APgM0AZlBKXxthMlL6j4LjvEbHxozc5PqZQlLCR1R/TIinbmXLYmzzZiX7Fy1gdgoF1Npnn/x7OKzNLP63/d+iU+svUcnNw2xxeFWvi1mTfsPMXycShUSMqo5lC7Q/SikCrgdp4tMzr+iMxgkF2hnDMEUem2LBFBuEkP4AjgH4gVI6La/k+AU1pT9E6HSX/hcXpzaW4MXnN1VZuKjVEP/hQzmOlbj7KKUtLaHRqz75BNm5VEXUcG1M5yyfIgiC2aYBAwCaN2qDCSOnY9PlW4hMSi3Qvg7feaC7F/80TGswdKWUfrJz0RmGyca+UZkijxDCE0IWA5gPoA2ldOe7XkMpNWYJQrfLqqzg6QnxJbL8myAImPTsmfHnDu0FDwcHc4dT7JWxsoRGxxJkABjUcjJ5+iwBB07sMvsHp1u73vDtOwbrz19HfHrBzBG/HP5EuBQe+UxrMLamlH56tf4YhnlNiUuQExIS0K9fP1SqVAmenp7o2LEjHj58iMjISBBCMH369Jy2SUlJEIvF+Pbbb3OObdq0CTVq1ED16tXh6emJX3/9FQBw9epVNGzYEN7e3qhWrRpmzZqVq9/x48fD2dkZbxpxSU5ORsuWLWFpaZmrPwC4efMmatasicqVK2PcuHF4UzK3cOFCVK5cGVWqVMGxY8cAAFqtFu3bt0eNGjWwatWqnLYjR47E7du38//GFVGEEDsABwHUB9CAUhqU39dSStVZguBzQqkMW5CYqC1pSfKMxARqZ2PD/di2bYn7HJuDg5U1dAZWzQsARJwIvRuN4/74ewlJTUs2dzj4us836OzTm64+cwUpWabNX4Oi4+mBoNAMncHYHEDBDlMzDFNslKgvVkopvvzyS7Ro0QIREREIDQ3FggUL8PTpUwBAxYoVcfDgwZz2O3fuRPXq1XN+PnLkCJYvX47jx4/j7t27uHXrFmxsbAAAvr6+WLduHQIDAxESEoI+ffrkvE4QBOzZswfly5fH+fPn84xNJpNh7ty5OQn3y0aPHo1169YhLCwMYWFhOHr06GttQkNDERAQgLt37+Lo0aMYM2YMjEYjjh07hrp16yI4OBjr1q0DAAQFBUEQBNSuXfsD3sWigxDiCeAagIcA2lFKk973HJTSzCxBaL4nPT16RVKS3uRBmsl9jQZHVGoSMHwoEfFsTxBTKGdjDZ1By0aQn6tTqQUcbFyNv66dVySmG0wcNY00qNNcWHn6Cs3UmKZKTdjTJARcD8rSG4VWALQAogghdU1ycoZhirUSlSCfOXMGYrEY33zzTc4xb29vNG3aFAAgl8tRrVo13LhxAwCwffv2XInuwoUL8euvv8LJyQlAdlI7YsQIAEBiYiIcHR0BADzP51rodubMGdSoUQOjR4+Gv79/nrFZWFigSZMmkMlkuY7Hx8cjIyMDjRo1AiEEgwcPxt69e197/b59+9CvXz9IpVJUqFABlStXxvXr1yEWi6FWq2EwGHLaTp8+HXPmzMn3+1YUEUK6AjgHYCGldDyl9IOTW0ppqooKjTenpiT8lZJsePcrir7vniYYv2vZQvAuX97coZQYTtY20Bt15g6jSBnZdi5/9dYF/kbQVXOHAgCYP+V3zq1CNbrqzBWq0X/c9W5MSjr+vnRDpTcau1BKb1NKYwCMAXCEEOJjkoAZhim2in0Vi5eFhISgbt23X/z369cPAQEBKFeuHHieh5OTE+Li4t75+gkTJqBKlSpo0aIF2rdvD19f35xk19/fH/3790e3bt0wdepU6PV6iMXifMUcGxsLFxeXnJ9dXFwQGxubZ7vPP//8tXbdu3fH5s2b0bBhQ/z444/Yv38/6tatm5Pkv8nzqQvN8hVk4WsAwBdAF0qpSb6ZKaWJhJAvViUl3bQgXOl+dnbF9uJwSeJTcHI5N7tLZzbaaULWCjkAQG/UQcxLzBxN0WCtsEczzy8x7/ef6PY1R4lUIjV3SPhz3iZu8PhuxrXnrpExLRtx4g+4gxKXloE1Z6+qdQbjQErp2RfHKaV7CSFJAHYTQiZSSreaMHSGYYqREpUg50f79u0xffp0ODg4oG/fvvl+3YwZMzBw4EAcP34c27Ztg7+/P86ePQudTofDhw9j2bJlsLKyQsOGDXH8+HF06tQpX+fNa15sXhs9vKmdSCTCtm3bAAB6vR7t2rXD/v37MXHiRERFRWHw4MHo2rVrXl27AxiaryALXzqy5xubdAcrSmkMIeSLJc8Srys4zq6rjU2xSzCjdDpsVypxfPw4IsvnRRiTfyJOBI1OBbGcJcgvdG0wDDcjTgmbdq4lIwaOM/uFJcdx+GfZHr7PKB/jP5duCkOb1OP496jgEpeWgVVnrqi1BsNgSuneV5+nlF4khLQGcJgQ4kAp/c2E4RcZJXUPgeJe558pOkpUgly9enXs2rXrrW0kEgnq1q2LpUuX4u7duzhw4ECu19+8eROtWuX92apUqRJGjx6NESNGoEyZMkhOTsalS5eQnp6OmjVrAgBUKhUUCkW+E2QXFxfExMTk/BwTE5Pn6K+Liwuio6Pf2m7VqlXw9fXFlStXIJFIsH37djRq1CjPBJlSeh1At3wFWYJQSiMIIU1nPU24rOA4mzZWVuYO6b2MSYg3fvV5QzSuXIlNPC4APMdTrV5FrOS25g6lSBnSajr/x74f0K5FV7g6u5k7HIhEImz54yDfe1QbIeB6kHFAQ28+PztIxqdnZifHesPXAqVv/LKglIYQQhoDOEYIcQLw49vKShZHJXUPgeJc558pWsw+GmBKrVq1glarxfr163OO/ffffzh37lyudpMmTcLixYtRqlSpXMd/+ukn/Pjjj0hISACQXSFixYoVAIBDhw7ljOKGhYWB53nY2trC398fGzZsQGRkJCIjI/H48WMcP34cKlX+Vlo7OjrCysoKV69eBaUUmzZtQrdur+etXbt2RUBAALRaLR4/foywsDA0aNAg5/nU1FQcPHgQgwcPhkqlAsdxIIRAo2Gr8l9FKQ3VUNrqx/g45cUspbnDybe1yUlQikTc0p49WHJcQES8iGp0rMrXq9wcqsHDsbYw7/efhKJSDUahsMDmPw5yYYmpZH9Q6DsXEiakZ2LV6ctqrd4wVKB0x7vaU0qjATQB0AjAJkIIu63AMJ+QEpUgE0KwZ88enDhxApUqVUL16tUxa9as10Zaq1evDl9f39de37FjR4wdOxZt2rRB9erVUbdu3ZzFb5s3b0aVKlXg7e2NQYMGYevWrdBqtTh27Fiu0eIXi/FeHpl+wc3NDRMnTsQ///wDFxcXhIaGAgBWr16N4cOHo3LlyqhUqRI6dOgAANi/fz9mzJiRE3OfPn3g6emJ9u3bY+XKleBfmns3Z84cTJs2DYQQtGvXDjdu3EDNmjVzFhkyuVFKb2kobTc+NlZ1I58XM+aUaDBgQ0YGNg/xJZavLPRkTEfE8dDoi/6/B3MY0mYGFxnzmBw7d7BoZMgA7G1LYcPS3dx/kXHc6XvhbxzhTUjPxMrTl9Uag3GEQGlAfs9PKU0B0AaAFYADhJDidcuJYZgPRorKaMCH8vT0DC+Jt4kKkqenZ0RoaGhlc8dRFBBC2igI2fens4vicwsLc4fzRj2jo4xentXgP3wYGz0uQA7/m27s2WQSX921oblDKZKu3DuCvTfWYNe647C2tDF3ODlCH97B2KlfoZt3NdqwomuuuRaJGUr8ceqyWmMwjBIEYfOHnJ8QIgKwCkAdAB0ppYkmCNusXv3unD9/PrZt2wae58FxHNauXYuGDRuiRYsWiI+Ph1yevYi1cuXK2LVrF2bNmoX169ejTJkyOec8e/YsbG1tc35+8uQJevToAaPRCL1ej++++y5XlakXtFotBg8ejJs3b6JUqVLYvn073Nzc8ODBAwwYMAAGgwFr1qxBo0aNYDAY0L59e+zfvx8KhSKv34t9vzEmUaJGkBnmfVFKT6oo7TQmNkZ5OCOjSF4tBqSmIoFSfmX/fiw5LmASEU/Vuixzh1FkNarWAbaKssYVfy0uErWRX/D0qIlFU1dh7+1QEhKbkHM8NjUdK05dUmsNhjEfmhwDAKXUAGAUgEMALhFCStSgzJUrV3Dw4EHcunULwcHBOHnyJMq/VEJy69atCAwMRGBgYK51PhMmTMg5HhgYmCs5BrKnEF6+fBmBgYG4du0aFi1alFM16mV//fUX7OzsEB4ejgkTJmDy5MkAgLVr12LRokXYtWtXzh4Cq1evxqBBg/JMjhnGlFiCzHzyKKVnNZQ2npYQn+qXklKkvvgzDAYsS0ulGwZ/BfsiPMJdUsjFPNHq1eYOo0gb6TOXP33pGH/nftHaqbNhncaY8t18bL0aiPDEZDx6loKV2QvyBhkF4Z+PPT/NNhPAUgAXCCF1PjroIiI+Ph6lS5eGVJpdxq906dLvLBWaHxKJJOecWq32jTvN7tu3L2faY69evXDq1ClQSnPq/KtUKojFYqSlpeHAgQMYPHjwR8fGMO9SoqpYMMyHopQGE0Lq/JH07EKiweDwQ5kykvysii9oYxLijU093NGjdm02elwILCRiaNgI8luVsi6Hhu7tMWfZFOq/8iARiYpOucH2LbogNT0Z6zb/Bkqh1huN3Smlx03ZB6V0DSEkEcBRQsg6ZO/AV5yceLW+fNu2bTFnzhx4eHigTZs26Nu3L5o3b57z/MCBA3OmWPj4+GDJkiUAgGXLlmHLli0AADs7O5w5c+a1zqKjo9GpUyeEh4djyZIleSbesbGxOSPWIpEINjY2SE5OxtixYzF48GBotVqsXbsWc+bMwc8//5xnKVSGMbVinyArlcooVtbl/SiVyihzx1AUUUqfEELq7EhPO/3UoHdf6OgkE5vxD/HhjHQ8NBj4Q4O+MlsMnxpruYRnVSzerdcXYzHDv5/gv8+PDOo5vEjdibS1sqOU8Cq9QTfA1MnxC5TSfwkhsQA6Ayhu1S1eu9i2tLTEzZs3ceHCBZw5cwZ9+/bFokWL8PXXXwPInmJRr1691040YcIE/PDDD2/trHz58ggODkZcXBy6d++OXr16wcHBIVebN9X5d3V1xdmzZwEA4eHhiIuLQ9WqVTFo0CDodDrMnTsXHh4e+f29Gea9FPsEmRUEZ0yJUppECGl0LivrwIjo6IYrXVwUFu+xCYGpaAQB81JS6O99e6NcMdzQpLiylsmQoc0UwKafvRXHcRjUfAq/fsd0+DTtiHJlP/52vCls/fcvw8btq9P0el0zSum9guyLUnoNwLWC7KMw8TyPFi1aoEWLFqhZsyb8/PxyEmRTcHJyQvXq1XHhwgX06tUr13Mv6vy7uLjAYDAgPT0d9vb2udr8/PPPmDdvHlasWIGBAwfCzc0Ns2fPxtatbLNDpmCwLwGGeQWlNCtLENqFaDT7BjyJzEp5XuqvMI2LjxNquLjQIY0aseS4ENnIFVBrM4vkYs2ipopLHXxWxlNY8Mc0o7mrIRmNRvy2br727x1rYjRade2CTo5LmgcPHiAsLCzn58DAQHz22Wcffd6YmBio1dlz+lNTU3Hp0iVUqVLltXZdu3aFn58fAGDXrl1o1apVrmkU586dg7OzM9zd3XPq/PM8n+/9BhjmQxT7EWSGKQiUUj0hZGC0Xr+455PIsZvLuypcJIVzJ/WCMhO3dTouZMjXbK5dIbNTyKFOULIEOZ+G+8zkZvoPoOevnULzz9uYJYYslRJTF49XhT68c0etUXV8XruYeQ9KpRLfffcd0tLSIBKJULlyZaxbty7n+ZfnIJcuXRonT54EkHsOMgDs3bsXbm5uOT/fu3cPkyZNAiEElFL88MMPObvOzpgxA/Xq1UPXrl0xbNgwDBo0CJUrV4a9vT0CAv6/VDWlFPPmzcOOHdl7u4wcORIDBw6EwWDA6tWrC+w9YZhiXweZYQqahOPGKQhZtLG8q7xaAW/SYRAEtIyOEqZ16Uy+b92KZceFbNaBg9hy84lxQrcVbFFkPp0J3o0TIduwa91xWMgLt9JK/NNYjJ85LCslLXmXWqMaQSnVF2oAxVhJ3UOA1UFmTIVNsWCYd9AJwooMQfAdFPVEdaGAt6aenJBAXUqXwriWLVhybAalLC3AFum9n5a1ekIusjKu2bSsUEskBoXexNcTeqqfJiVMU2tUQ1hyzDCMKbEEmWHyQaB0p4rS9uNjY1NXJD3TGwvgzstttQrnNGoSMHwYx5lhYSADlLG0gkavZhcn72mkz1z+0Kk9/MNHhTP19/DpvXTC7JFKpSqzh16vW07ZrVCGYUyMfQszTD5RSi9oKK2+OTU1aEh0lCrVhIv3BEHAxMRE4+T27YSq5cqZ7LzM+ylrbQWdQcMS5PfkYFce3m7N6exlkwWjseAGko1GI/78Z4lu6dp5T7VaTUNK6dEC64xhmE8aW6THMO+BUhpPCGl0V6P5pXPk41GrnF0UXs8Xr3yM2YlPqZWVFfdT+3YsOTOjclbW0OpZgvwh+jefSGZs60v/PRJAe3ceaPL3MC0jFT8v/l718NG9uxqtuiOlNMnUfXxKSuoeAqzOP2MqLEFmmPdEKTUAmEgIOTskOmrr92XKyAfZ2vEfWnHioUaDQyoVuTB2NMQ8WxtmTk62NjAYdeYOo1gScSL0azyRW7tlIVp84YMy9mVNdu67D4Px47yxKo1WtU6j1fzv+WeQ+QhsDwGGeTs2xYJhPhCldL+GUq8/kpLCx8XFqrOED7u1/F3iU+Po5s2MdVxdTRwh876sZTJQAHqWJH+QWhUaw9G2ovDr6jkmmWdBKcXOg1uE76YPUaZlpAxUa9QTWHLMMExhYAkyw3wESumjLEHwvqpS7er6+LEqTKt9r9f/lpgIKpVyc7t2YUPHRQDHcRBxImh1anOHUmyNbDuHu3nnGnft9sWPOk+mMgM/zh+rWrf19zCtVlMbwCHTRMgwDPNuLEFmmI9EKdUojcbBTw2Gsf2eRKr2p6fna0V9jE6HbcpMbBs2lMgLaRMS5t14jodGz0q9fShLuS1a1uhN5v3+M9VqNR90jnthdzDg2y6q2yHXt6rUKi8ARgD3CSH273otwzCMKbAEmWFMxEjpP2pKP5/zNCFuWkK8RisIb20/OiHe2L9BfWNTd1bTvigR8TxlCfLH6Vh3MDgqEv4KWPn2D8ErDEYDNgas0o/9+WtlSlrSYJVaNZJSqqWUPgawH8A/hBD2vcUwTIFjf2gYxoQopXdUlHoey8w81TXycVaoJu8RtL+Sk5HO8/yy3r3Y1IoiRsTxVMs2C/loQ1vP5Hcd2so9jg7PV/snsY8xdGKvLP99/1zX6jTVKKW7X2kyGUAZAJNMHSvDMMyrWILMMCZGKc3IEoQuMXr9N19FPVEuf/ZMr3tpH4NkgwFrM9Lppq99YVXAW1cz70/MRpBNwrWMB6q5NKRzl08V3raPhyAI2HlwqzB0Ym/Vk5jHU1TqrKaU0phX21FKdQD6AphECGlSgKEzDMOwBJlhCgKllAqUbtFQ6rEtLfV818ePckaTv4mPM3aoUV3oUKO6maNk8iIViSjbbto0vm75E4mNj8ahU3vyzJCfPovH2J99s9Zt/f2uRquurTfo/3zbrniU0igAQwD4E0JMV0eOYRjmFawOMsMUoOcbi/hkCcKgr6KerPxcoZDHUIE/N6C/uUNj3kAm5qFlI8gmIRJJ0LPhWO73vxahSYOWsLW2A5Bdvu3o2f106dp5GqPR+ItOr12Q3/JtlNIjhJBNALYSQtpTSgtu674SzNXV9bSlpWWJrS2pVCqjWK1n5mOwBJlhCtjzEbFNhJBT1zSaQ3aWltUePH0q+cLS0tyhMXmwkIiJmiXIJlPfow3OhOwyLl+/ALMmLeFj4qOw4I+fs8IeP4hXa1R9KKW3P+C0MwGcBPAzgDmmjfjTYGlp6RoaGlrJ3HEUlJK4SyBTuNgUC4YpJJTSWLXRWDsuPX2Qz+9/pI3YvFWTrmb1dosaK5mYZ3WQTWtE27n8hetn+F9WzRIGf/+lKvThnbkqdVa1D0yOX+xm2R/AKEJIG9NGyzAMwxJkhilUNNsOlU5XMeDGjR0Vfp6u3n3rNt62iIkpXDYyObK0Ge9Vnox5u+SMeHAQaU9cOHJPq9XU0Ol1iz92RzxKaTyArwBsJoQ4mSZShmGYbCxBZhgzoJSmZmo0vqkqVduv/TZFtVvxp+rRsyRzh8UAsJHLodZmsisWE8hQpWDjiTnqVUd+SlZpMweq1Mqaz2samwSl9AyAlQACCCFsyuBH4Hke3t7e8PLyQp06dXD58uVczy9btgwymQzp6ek5x/7991+0bt065+eLFy/C29sbBkPua5/r16/D29s75/x79uzJM4aUlBT4+PjA3d0dPj4+SE1NBQBcunQJtWrVQv369REenl02MC0tDe3atWODC0yBYQkyw5gRpfSiUqv1uBAW9kuNOXNV3wZs1yUpleYO65Nmp1BApVWyb92PYBSMOBuyR5jlP0gdEnV1rc6gcaOU7n5bhYqPsACACsC8Ajj3J0MulyMwMBBBQUFYuHAhfvrpp1zP+/v7o379+rmS2x49ekAmk2Hbtm0wGAwYM2YMVq1aBZEo97VKjRo1cOPGDQQGBuLo0aMYNWrUa0k0ACxatAitW7dGWFgYWrdujUWLFgEAli5dit27d2PBggVYvXo1AGDu3LmYOnUqCCGmfisYBgBLkBnG7CilWrVeP1ut11f0u3J1k9vUaZp5h48YVDqduUP7JNlbKKDWZbFv3Q9AKcXtR+cxc9vArIPXN/6nM2jqafWaCZTSArvqo5QKAAYBGEAI6VxQ/XxKMjIyYGdnl/NzREQElEol5s2bB39//1xt//jjD0ybNg0zZ85E/fr18cUXX7x2PoVCkZM0azSaNya1+/btg6+vLwDA19cXe/fuBQCIxWKo1WqoVCqIxWJEREQgNjYWzZs3N8WvyzB5YrekGKaIoJQ+BTCCEPLLkuMnli07darloi+/lA9p9DkR8WzDvcJSysICGn2WucModh7G3sbOyyuVqZlP4zV61XcAjhfQiPFrKKXPCCH9AOwhhCwHwO4AvNkpSul/rx5Uq9Xw9vaGRqNBfHw8Tp8+nfOcv78/+vfvj6ZNm+LBgwdITExE2bLZZagrVqyIvn374s8//0RERMQbO7127RqGDh2KJ0+eYPPmza+NMgPA06dP4ejoCABwdHREYmIiAOCnn37CyJEjIZfLsXnzZvzwww+YO3fux70LDPMOLEFmmCKGUhoGoDMhpMH/du1eNf/wkaor+vax6FKrJrudWAjKWFlCq1OzNzqfYpLCsevyyqzoZ2FKrUE9AcD256O6hYpSepkQMhJAo8Luu5iR53nw+RQLALhy5QoGDx6MkJAQEEIQEBCAPXv2gOM49OjRAzt37sTYsWMBZO+EePLkSVhaWuLJkycoXbp0np02bNgQd+/exb179+Dr64sOHTpAls+dRL29vXH16lUAwPnz5+Hk5ARKKfr27QuxWIylS5fCwcHhfd8HhnkrliAzTBFFKb1OCKmfrtF0/Orvf/7wKFu2zB/9+lg2qljR3KGVaA5WVtAaWIL8LkkZcdh7db3qbvQ1vdGony5QYe3z7aDNhlK6D8A+c8ZQEjRq1AhJSUl49uwZEhISEBYWBh8fHwCATqdDxYoVcxLklStXokaNGpg7dy7Gjh2LK1euvPVCvlq1arCwsEBISAjq1auX6zkHBwfEx8fD0dER8fHxOaPUL1BKMW/ePGzfvh3ffvstZs+ejcjISKxYsQLz58838bvAfOrYHGSGKcKel4U7lKnRuN+KihrXZvmKlE5/rsp6kPDU3KGVWA42NtAZtCxBfoNMdSoCLizXzt8xXBUSdWWp3qB1MQrGP8ydHDOmc//+fRiNRpQqVQr+/v6YNWsWIiMjERkZibi4OMTGxuLJkydISEjAb7/9hl9++QXt27eHs7MzNmzY8Nr5Hj9+nLMo78mTJ3jw4AHc3Nxea9e1a1f4+fkBAPz8/NCtW7dcz/v5+aFTp06ws7ODSqUCx3HgOA4qFdvYhzE9NoLMMMXA8+10/yaEBJy8d29C7fkLpvasU5v/qV07maeTo7nDK1GcrK2hN7Bc71UpmU9xMmiH9sqDIwIHbpPeqJ1BKU00d1yMabyYgwxkj9T6+fmB53kEBATgyJEjudp++eWXCAgIQFBQEH788UeUKVMGALB8+XI0bdoUPXv2hL29fU77ixcvYtGiRRCLxeA4DqtWrcqZijF8+HB88803qFevHqZMmYI+ffrgr7/+gqurK3bu3JlzDpVKBT8/Pxw/fhwAMHHiRPTs2RMSieS1hYMMYwqE1RBkmOKHEFJKKhJ9xxEyoYGbG/dzh/aWbapVZXOUTUAQBIjGfIdlw49AxIvNHY7ZxSSF4+itraq7UVdBCFmvM2h/pZTGmDsu5uN4enqGl/CtpiNCQ0MrmzsOpvhiI8gMUwxRSpMBzCKELDoXFtb/dnT0jNKWlqWndexgOaB+PUjFLLH7UBzHgedF0OhVsORtzB2OWVBKcT/mJo7c3KSMSQ7XGwXjL0bBsJpSmv7uVzMMwxR/LEFmmGKMUqpB9tSLfzI0mjYTd+6aMWHnrroTWrcSj2neTFTGysrcIRZLIk4ErV4NS9mnlSAbjQbcenQWh29sUmaqU5M1etUsANvY/GKGYT41LEFmmBLgeb3ZEwBOEEKqLz15csqiY8d79a9XD/9r20ZWzZHNU34fPMdTzSe0WYhKq8TVB0eE47f9NUbBcE+ty5oJ4Ig5yrUxDMMUBSxBZpgShlJ6F8AgQsikbf/9913AjRvjPq9QgZvaob1l66pV2DzlfBDxPNXoS3apN4EKCIsLwsXQ/ao7T67yIl58XKPLmpvXJhJMyaNUKqM8PT3NHUaBUSqVUeaOgSne2CI9hinhCCEyAgy0ksmmW0ilpYY1/kI+qGED3oMV1n+jsv+bZuzV5Ae+umtDc4dicimZT3H1wTHjhdD9Gr1Bm6g1qFdQSrdQSpPMHRvDMExRwRJkhvlEkOyh43oWEskQCjrgM/tSZHiTxlb969cjjjaf1lzbd3H5aaahXd1vRHUqtTB3KCahN+pwJ/IyzoXszXzy7AHPc3yAVq9eBeBWYW0HzTAMU5ywBJlhPkGEEBGAltYy2XCtwdClrqurYUSTxlZf1vaGjTzPnWg/KZWnzzU09Bwg+qJqR3OH8sEopYhJCsPl+0e01x4epzwnClbrlL8D2EMpVZs7PoZhmKKMzUFmmE8QpdSA/1/UJ7/86FHn0IT4Ud9s82/iU62qYVjjLyw6VK/+yZaLs5CIiUZX/HbnEqiAJ4n3cSvirP5G+GmdzqBRGgXDBoNR/xel9LG542MYhikuWILMMJ+456OJOwHsJITYHbwT0utSxKNvdAaDZ886telXDRrIm7lX/qSSZSuZmNfqi0eCbDDqER4fjKDHF7U3I84YBcGYbBD0mw1G/Q4AwWwKBcMwzPtjUywYhskTIaS8iOMGWMlkg1Q6nfsXFStqe9T2tupQozoqPd9atqTq9MdKqEgVoVfjsZy5Y8mLUpOO0KjruPXoXNaDmJtiES95pDOotxkF4y5K6T1zx8cwDFPcsQSZYZh3IoTYA2hjLZP1MAjG9jZyBd/Nq5a4vaentJm7O+wsFOYO0aQG/LUREen2xsEtJ/PmjgUA1FolIhJC8DAuUH8v+j91YnqMVCqWXVJpldsAHKKUJhBCagJwoZQeMXe8DMMwxR2bYsEwzDtRSlMA7ACwgxBCVLr0WusvXOy448bNbkqt1tutVCltxxo15G2qVRE3rVwZ1sV8oZ+dXAFVYobZRg+yNBmISLiDB7G3dfei/9MkZybIpGL5HY1edUgQjGcAXMvSZL660K4MgLkAWILMMAzzkViCzDDMe6GUUkLIAyOlFZOzshYSQiQPExMbPDp7tvWmq1e7ZGq1Nd3LllE3rVxZVtfVVepd3gU1nJwgl0jMHXq+2VsqoNGlFspGIZRSpCoT8eTZAzx8nhCnZj2TSsXy22pd1iFKhbMA/svSZGjfcarzACoQQspTSqMLPnKGYZiSiyXIDMN8iDYAvkV2yTAdgIvPH7MJIbLQ+ISGofEJdWzl8kYA6im12vLlbGzUdV3Lk4YVKljULu9CvFxcUM7aukju7FdKYQGNTmXywLR6NeJSHiM2+RGik8K0TxLva56mRckJIWoRL7mj1ioPUtCzAG5laTL073NuSqmBEHIQQDcAf5o6doZhmE8JS5AZhvkQPgBO5vUEpVQD4NzzxzIAIIRIYlJTq8WkpnodD71XTy6RfKHS6apKeJ6r4eSka1jBTVHX1VVc09kJrvb2sJHLzZo4l7G2guYDq1hQSqHWZSFV+RTP0uMQmxwhRCbeV8YmR3BKTbpUJpE/oRQ31TrlVQDBAO5QSp+ZKPS9AMaCJcgMwzAfhSXIDMN8iDYAfPPb+Pkoc9DzxyYge2c/jV7vfPnRI6+rjx/XtpXLGxspraHW6coA4EtbWqqdbG0EV3t7vmLp0jIXW1uRs60tnO1s4WxrC0cbG4j5gllDV9bSCjq9Js8MXW/UIU2ZhNSsRKQqE5GamUifZcSpkzLi9CnKpyRTnSqjlFKJSJrIEf6xRq+6YhQMt5GdDIdlaTINBRJ0tuMA/AghdpTS1ALsh2EYpkRjVSwYhnkvhBBnZCd7ZSmlxgLqwwqA88sPS6m0olQkqkgpddYaDGXVer21pVSqc7C21jnZ2EAuEROZWEzkYjEnFYk4uVjMycRiTi6RiKQiEZGKRHjxkIh4SEUiiDgeGr0eKp0u+6HXQ6nRGB4nJRv/DQyWVnGpk6HSZAoqXSbR6LJ4rV4t1hv1IolImirixLEUNFKrV903CsZIANEAop7/b7q56g8TQvYC2E0p3WyO/hmGYUoCliAzDPNeCCGDAXShlPY2cxw8AAdkJ9DlAEhfekhe/pkQIpHwvIWI4+Q8x8k5QuQcITIQIqaUZhkEIVNvNGZo9Pp0AKrnDwWAcABprz4K6sLAFAghXyP7v09Pc8fCMAxTXLEEmWGY90II2QzgIqV0rbljYV5HCCkNIAJAuee7JDLMa1xdXU9bWlq6mjuOwqBUKqOioqJamTsOpnhhc5AZhsk3kr1yrg2AmeaOhckbpTSJEHIb2f+dDpg7HqZosrS0dA0NDa1k7jgKg6enp7lDYIohliC/QUm+umZX08xHqA5ATSl9ZO5AmLfaA6A7WILMMAzzQViC/AYl+eqaXU0zH8EHwAlzB8G80z4A0wghIkppQVbNYBiGKZE4cwfAMEyx0gYsQS7yKKWRAGIAfGHmUJhighCCQYMG5fxsMBhQpkwZdO7cGQDwzz//gBCCU6dO5bTZs2cPCCHYtWsXAECv12PKlClwd3dHjRo10KBBAxw58vrO56dOnUKdOnXg7e2NJk2aIDw8PM+Y/Pz84O7uDnd3d/j5+eUcHzhwIGrVqoWpU6fmHJs7dy727dv3cW8Cw7yEJcgMw+QLIUQCoCmAM+aOhcmXvcieZsEw72RhYYGQkBCo1dnrOk+cOAFnZ+dcbWrWrAl/f/+cnwMCAuDl5ZXz8/Tp0xEfH4+QkBCEhITgwIEDyMzMfK2v0aNHY+vWrQgMDMSAAQMwb96819qkpKRg9uzZuHbtGq5fv47Zs2cjNTUVwcHBAIDg4GBcuHAB6enpiI+Px/Xr19GtWzeTvBcMA7AEOV9atGiBY8eO5Tq2fPlyjBkzBitXroS3t3fOo0aNGiCE4N69e6+dp3379rC1tc25In/h8ePHaNiwIdzd3dG3b1/odLo842BX04yZNQLwgFKabO5AmHzZA6A7KYp7eTNFUocOHXDo0CEAgL+/P/r375/r+aZNm+L69evQ6/VQKpUIDw+Ht7c3AEClUmH9+vX4448/IJVKAQAODg7o06fPa/0QQpCRkQEASE9Ph5OT02ttjh07Bh8fH9jb28POzg4+Pj44evQoxGIx1Go1BEGATqcDz/OYMWMG5syZY8q3gmHYHOT86N+/PwICAtCuXbucYwEBAViyZAmaNm2KsWPH5hyfOnUqvL29Ua1atdfO87///Q8qlQpr1+aujjV58mRMmDAB/fr1wzfffIO//voLo0ePztXmxdX0jRs3QAhB3bp10bVrV0RHRwPIvppu2rQp0tPToVKpcP36dUyfPt2UbwPDtMEbtpdmiqQ7z//3V0JIhlkjYYqS45TSK3k90a9fP8yZMwedO3dGcHAwhg4digsXLuQ8TwhBmzZtcOzYMaSnp6Nr1654/PgxACA8PByurq6wtrZ+ZwAbNmxAx44dIZfLYW1tjatXr77WJjY2FuXLl8/52cXFBbGxsejfvz9cXV1Rp04dDBo0COHh4aCUonbt2u/9RjDM27AR5Hzo1asXDh48CK1WCwCIjIxEXFwcmjRpkqvd+fPnsWPHDqxatSrP87Ru3RpWVla5jlFKcfr0afTq1QsA4Ovri7179772WnY1zRQBbIFeMfJ8J79hAJTI/lvPHuzBAXjjHYVatWohMjIS/v7+6NixY55t+vXrh4CAAAQEBLw2wpxfy5Ytw+HDhxETE4MhQ4Zg4sSJr7XJa4+GFzdDli9fjsDAQEyaNAnTp0/HnDlzMH/+fPTp0wfr16//oJgY5lVsBDkfSpUqhQYNGuDo0aPo1q0bAgIC0LdvX7x85zItLQ1DhgzBpk2b8nUF/UJycjJsbW0hEmX/p3hxlfwqU19NE0KkAGrmO1DmUydDdom3y+YOhMk/SukZsDnjzHvo2rUrfvjhB5w9exbJya/PpmrQoAFCQkIgl8vh4eGRc7xy5cqIiopCZmbmawNBL3v27BmCgoLQsGFDAEDfvn3Rvn3719q5uLjg7NmzOT/HxMSgRYsWudrs27cP9erVQ1ZWFkJCQrBjxw40a9YMAwcOhEKheM/fnGFyYwlyPr2YZvEiQd64cWOu50ePHo2vvvoKjRs3fq/zvu0qOb/tli9fnnOsS5cuWLt2LebPn4+goCD4+PhgxIgReXX9OYCl7xUs86nbQCnVmDsIhmEKztChQ2FjY4OaNWvmSlBftnDhQshkslzHFAoFhg0bhnHjxmHt2rWQSCSIj4/HqVOn8NVXX+W0s7OzQ3p6Oh4+fAgPDw+cOHEizymJ7dq1w9SpU5GamgoAOH78OBYuXJjzvF6vx++//46DBw8iLCws5/vwxd1UliAzH4slyPnUvXt3TJw4Ebdu3YJarUadOnVynvPz80NkZCQ2b9783uctXbo00tLSYDAYIBKJEBMTk+eCBVNfTVNKzwGo994BMwzDMCWWi4sLxo8f/9Y2HTp0yPP4vHnzMG3aNHh6ekImk8HCwuK16X4ikQjr169Hz549wXEc7Ozscgacbty4gTVr1mDDhg2wt7fH9OnTUb9+fQDAjBkzYG9vn3OelStXwtfXFwqFArVq1QKlFDVr1kTHjh1ha2v7Ee8AwzxHKWWPPB7VqlULp6/o3bs39fLyojNnzsw5FhERQZ2dnWlERMSrzfN05swZ2qlTp1zHevXqRf39/SmllI4aNYquXLnytdclJydTNzc3mpKSQlNSUqibmxtNTk7OeV6n09GWLVvSrKwsGhgYSPv3708ppbRx48Y0NTU117me/25mf4/Zgz3Ygz3YwzyPvL7jSir2ncceH/LgzJ2gFyf9+/dHUFAQ+vXrl3Ns8eLFyMrKQo8ePXKVe3t55e8LTZs2Re/evXHq1Cm4uLjklI5bvHgxfvvtN1SuXBnJyckYNmwYgOyr6eHDhwNArqvp+vXr5/tqunHjxuxqmmEYhmEY5j0QSl+f28oAnp6e4SV4q+mI0NDQyuaOg2EYhjGPkvwd9yr2ncd8CDaCzDAMwzAMwzAvYYv0GIZhGOYTo1Qqozw9Pc0dRqFQKpVR5o6BKX5YgswwDMMwn5ioqKhW5o6BYYoyliC/QUm+umZX0wzDMAzDMG/GFukxDMMwDMMwzEvYIj2GYRiGYRiGeQlLkBmGYRiGYRjmJSxBZhiGYRiGYZiXsASZYRiGYRiGYV7CEmSGYRiGYRiGecn/AV5NWIdDGhpFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Plotting the composition of the last WR portfolio\n",
    "############################################################\n",
    "\n",
    "w = pd.DataFrame(models['WR'].iloc[-1,:])\n",
    "ax = plf.plot_pie(w=w, title='Sharpe Mean WR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                  height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weights</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consumer Discretionary</th>\n",
       "      <td>20.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer Staples</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Energy</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financials</th>\n",
       "      <td>8.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Care</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrials</th>\n",
       "      <td>20.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Information Technology</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Materials</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Telecommunications Services</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             weights\n",
       "Industry                            \n",
       "Consumer Discretionary      20.0000%\n",
       "Consumer Staples            10.0000%\n",
       "Energy                       3.0000%\n",
       "Financials                   8.0000%\n",
       "Health Care                  3.0000%\n",
       "Health care                 10.0000%\n",
       "Industrials                 20.0000%\n",
       "Information Technology      10.0000%\n",
       "Materials                    3.0000%\n",
       "Telecommunications Services 10.0000%\n",
       "Utilities                    3.0000%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Composition per Industry\n",
    "############################################################\n",
    "\n",
    "w_classes = pd.concat([asset_classes.set_index('Assets'), w], axis=1)\n",
    "w_classes = w_classes.groupby(['Industry']).sum()\n",
    "w_classes.columns = ['weights']\n",
    "display(w_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Backtesting Mean CDaR Strategy\n",
    "############################################################\n",
    "\n",
    "assets = returns.columns.tolist()\n",
    "weights = models['CDaR']\n",
    "\n",
    "dd, cagr, sharpe = backtest(assets_prices,\n",
    "                            AssetAllocation,\n",
    "                            start=start,\n",
    "                            end=end,\n",
    "                            plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max Drawdown: 31.24%\n",
      "CAGR: 4.60%\n",
      "Sharpe: 0.622\n"
     ]
    }
   ],
   "source": [
    "############################################################\n",
    "# Show CDaR Strategy Stats \n",
    "############################################################\n",
    "\n",
    "print(f\"Max Drawdown: {dd:.2f}%\")\n",
    "print(f\"CAGR: {cagr:.2f}%\")\n",
    "print(f\"Sharpe: {sharpe:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Plotting the composition of the last CDaR portfolio\n",
    "############################################################\n",
    "\n",
    "w = pd.DataFrame(models['CDaR'].iloc[-1,:])\n",
    "\n",
    "ax = plf.plot_pie(w=w, title='Sharpe Mean CDaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                  height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weights</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consumer Discretionary</th>\n",
       "      <td>10.9129%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer Staples</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Energy</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financials</th>\n",
       "      <td>20.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health care</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrials</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Information Technology</th>\n",
       "      <td>10.0871%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Materials</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Telecommunications Services</th>\n",
       "      <td>10.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>3.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             weights\n",
       "Industry                            \n",
       "Consumer Discretionary      10.9129%\n",
       "Consumer Staples            10.0000%\n",
       "Energy                       3.0000%\n",
       "Financials                  20.0000%\n",
       "Health Care                 10.0000%\n",
       "Health care                 10.0000%\n",
       "Industrials                 10.0000%\n",
       "Information Technology      10.0871%\n",
       "Materials                    3.0000%\n",
       "Telecommunications Services 10.0000%\n",
       "Utilities                    3.0000%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "############################################################\n",
    "# Composition per Industry\n",
    "############################################################\n",
    "\n",
    "w_classes = pd.concat([asset_classes.set_index('Assets'), w], axis=1)\n",
    "w_classes = w_classes.groupby(['Industry']).sum()\n",
    "w_classes.columns = ['weights']\n",
    "display(w_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Conclusion\n",
    "\n",
    "In this example, the best strategy in terms of performance is __WR__ . The ranking of strategies in base of performance follows:\n",
    "\n",
    "1. WR (7.03%): Worst Scenario or Minimax Model.\n",
    "1. SPY (6.53%): Buy and Hold SPY.\n",
    "1. CVaR (5.73%): Conditional Value at Risk.\n",
    "1. MV (5.68%): Mean Variance.\n",
    "1. CDaR (4.60%): Conditional Drawdown at Risk.\n",
    "\n",
    "On the other hand, the best strategy in terms of Sharpe Ratio is __MV__ . The ranking of strategies in base of Sharpe Ratio follows:\n",
    "\n",
    "1. MV (0.701): Mean Variance.\n",
    "1. CVaR (0.694): Conditional Value at Risk.\n",
    "1. WR (0.681): Worst Scenario or Minimax Model.\n",
    "1. SPY (0.679): Buy and Hold SPY.\n",
    "1. CDaR (0.622): Conditional Drawdown at Risk."
   ]
  }
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